{ "title": "Recorded edits of sample drafts", "price_version": "2026-09-25-levels", "methodology": { "selection": "The same original demo draft and instructions at all four levels. First completed response per level, without editing the returned wording.", "cost_basis": "Customer-equivalent charges calculated from measured per-call usage and current rates, before tax. Owner execution did not deduct prepaid credit.", "scope": "Individual examples, not average prices or a ranking. More capable levels can cost more without improving every draft." }, "examples": [ { "id": "example-team-email", "title": "Team update email", "source_kind": "Original fictional demo draft.", "source": "Hi everyone,\n\nAs we head into the final month of the quarter, I wanted to take a moment to reflect on the progress we have made together. The customer portal project has brought several moving pieces into one place, and the next few weeks will be pivotal in turning that work into a reliable experience for customers. This isn't just a software launch. It's an opportunity to rethink how we support people after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. We are keeping the initial release focused. Password changes, team permissions, and subscription changes will continue through the existing account page until the second release. Please avoid promising those features during customer conversations, even if a customer has seen an early design that includes them.\n\nTesting starts on Monday with twelve customers who volunteered during the spring interviews. Each participant will receive a short set of tasks and a link to a feedback form. We will also offer two optional video sessions for people who prefer to talk through their experience. The research team will summarize the results each afternoon so engineering can distinguish problems that block a task from smaller issues we can address later.\n\nWhy this matters: a seamless experience can reduce unnecessary support tickets and empower customers to find answers on their own. However, we should not assume that fewer tickets automatically means people are happier. We will look at task completion, abandoned sessions, and the comments customers leave alongside the ticket count. If customers stop asking because they cannot find the contact button, that is a failure, not an improvement.\n\nThere are three decisions we need to make this week. First, finance needs to confirm which invoice fields can be edited after an invoice has been issued. Second, support needs to choose an owner for messages submitted outside normal business hours. Finally, product needs to approve the wording for requests that are waiting on a customer response. Please add your answers to the project document by Thursday afternoon, with a link to any relevant policy.\n\nFor launch week, we will keep the old help page available and add a clear route back to it from the portal. Nobody should have to learn a new system to resolve an urgent billing problem. The support team will have a shared list of known issues, and engineering will nominate one person each day to handle reports that need immediate attention. We will postpone the wider release if the pilot reveals problems with invoices or account access.\n\nThank you for the care you have put into the details so far. Small things like a clear error message or a sensible default can make a meaningful difference. Together, we can build a more intuitive and customer-centric experience while keeping the launch manageable. 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Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 10.44, "balance": "No universal ideal ratio; assess against your profile." }, "overall_score": 100, "rhythm": { "version": "2026-09-24.1", "method": "deterministic", "scored": false, "sentences": { "count": 29, "lengths": [ 2, 17, 21, 17, 22, 7, 18, 20, 13, 16, 17, 25, 17, 10, 13, 20, 8, 17, 14, 16, 18, 22, 15, 26, 16, 13, 11, 15, 4 ], "mean": 15.52, "sd": 5.56, "cv": 0.36, "median": 16, "iqr": 5, "median_absolute_deviation": 3, "adjacent_difference": 6, "normalized_adjacent_difference": 0.39, "status": "measured", "units": [ { "start": 0, "end": 12, "words": 2 }, { "start": 14, "end": 106, "words": 17 }, { "start": 107, "end": 234, "words": 21 }, { "start": 235, "end": 322, "words": 17 }, { "start": 324, "end": 465, "words": 22 }, { "start": 466, "end": 509, "words": 7 }, { "start": 510, "end": 637, "words": 18 }, { "start": 638, "end": 766, "words": 20 }, { "start": 768, "end": 860, "words": 13 }, { "start": 861, "end": 942, "words": 16 }, { "start": 943, "end": 1045, "words": 17 }, { "start": 1046, "end": 1205, "words": 25 }, { "start": 1207, "end": 1311, "words": 17 }, { "start": 1312, "end": 1376, "words": 10 }, { "start": 1377, "end": 1475, "words": 13 }, { "start": 1476, "end": 1593, "words": 20 }, { "start": 1595, "end": 1637, "words": 8 }, { "start": 1638, "end": 1738, "words": 17 }, { "start": 1739, "end": 1833, "words": 14 }, { "start": 1834, "end": 1933, "words": 16 }, { "start": 1934, "end": 2040, "words": 18 }, { "start": 2042, "end": 2152, "words": 22 }, { "start": 2153, "end": 2238, "words": 15 }, { "start": 2239, "end": 2395, "words": 26 }, { "start": 2396, "end": 2493, "words": 16 }, { "start": 2495, "end": 2555, "words": 13 }, { "start": 2556, "end": 2632, "words": 11 }, { "start": 2633, "end": 2714, "words": 15 }, { "start": 2716, "end": 2737, "words": 4 } ] }, "paragraphs": { "count": 9, "lengths": [ 2, 55, 67, 71, 60, 73, 79, 39, 4 ], "mean": 50, "sd": 27.42, "cv": 0.55, "median": 60, "iqr": 32, "median_absolute_deviation": 13, "adjacent_difference": 12.5, "normalized_adjacent_difference": 0.25, "status": "measured", "units": [ { "start": 0, "end": 12, "words": 2, "sentence_count": 1 }, { "start": 14, "end": 322, "words": 55, "sentence_count": 3 }, { "start": 324, "end": 766, "words": 67, "sentence_count": 4 }, { "start": 768, "end": 1205, "words": 71, "sentence_count": 4 }, { "start": 1207, "end": 1593, "words": 60, "sentence_count": 4 }, { "start": 1595, "end": 2040, "words": 73, "sentence_count": 5 }, { "start": 2042, "end": 2493, "words": 79, "sentence_count": 4 }, { "start": 2495, "end": 2714, "words": 39, "sentence_count": 3 }, { "start": 2716, "end": 2737, "words": 4, "sentence_count": 1 } ], "sentence_counts": [ 1, 3, 4, 4, 4, 5, 4, 3, 1 ], "dominant_sentence_count_share": 0.44 }, "vocabulary": { "words": 450, "mattr_window": 50, "mattr": 0.87, "contractions_per_100_words": 0.22 }, "thresholds": { "minimum_sentences": 10, "minimum_paragraphs": 5, "uniform_cv": 0.12, "sentence_run_words_tolerance": 2, "minimum_sentence_run": 4 }, "note": "Experimental style diagnostics, not authorship probabilities. Thresholds are provisional. Higher variation is not inherently better; headings, lists, code, tables and block quotes are excluded from Markdown prose." }, "voice_baseline": { "status": "no_samples", "genre": null, "sample_genre": null, "samples": 0, "sample_sentences": 0, "genre_match": null, "sentence_cv": { "current": 0.36, "sample_range": null }, "paragraph_cv": { "current": 0.55, "sample_range": null }, "contractions_per_100_words": { "current": 0.22, "sample_range": null }, "note": "Descriptive sample ranges, not confidence intervals, ideal targets or a voice-match score. Only approved prose samples are used, never instruction documents. 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Review edits before using them." } }, "assessment": "Replaces the inflated opening and removes the “Why this matters” framing. Keeps the feature limits, testing plan and deadlines. Some familiar phrasing, such as “moving pieces,” remains." }, { "level": "medium", "recorded_at": "2026-09-27T12:16:26.616Z", "request_id": "12c26fd7-6cde-460d-b4e0-2f345ab35cfd", "http_status": 200, "customer_charge_micro_usd": 217926, "measured_usage_price_micro_usd": 217926, "output_words": 451, "request": { "text": "Hi everyone,\n\nAs we head into the final month of the quarter, I wanted to take a moment to reflect on the progress we have made together. The customer portal project has brought several moving pieces into one place, and the next few weeks will be pivotal in turning that work into a reliable experience for customers. This isn't just a software launch. It's an opportunity to rethink how we support people after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. We are keeping the initial release focused. Password changes, team permissions, and subscription changes will continue through the existing account page until the second release. Please avoid promising those features during customer conversations, even if a customer has seen an early design that includes them.\n\nTesting starts on Monday with twelve customers who volunteered during the spring interviews. Each participant will receive a short set of tasks and a link to a feedback form. We will also offer two optional video sessions for people who prefer to talk through their experience. The research team will summarize the results each afternoon so engineering can distinguish problems that block a task from smaller issues we can address later.\n\nWhy this matters: a seamless experience can reduce unnecessary support tickets and empower customers to find answers on their own. However, we should not assume that fewer tickets automatically means people are happier. We will look at task completion, abandoned sessions, and the comments customers leave alongside the ticket count. If customers stop asking because they cannot find the contact button, that is a failure, not an improvement.\n\nThere are three decisions we need to make this week. First, finance needs to confirm which invoice fields can be edited after an invoice has been issued. Second, support needs to choose an owner for messages submitted outside normal business hours. Finally, product needs to approve the wording for requests that are waiting on a customer response. Please add your answers to the project document by Thursday afternoon, with a link to any relevant policy.\n\nFor launch week, we will keep the old help page available and add a clear route back to it from the portal. Nobody should have to learn a new system to resolve an urgent billing problem. The support team will have a shared list of known issues, and engineering will nominate one person each day to handle reports that need immediate attention. We will postpone the wider release if the pilot reveals problems with invoices or account access.\n\nThank you for the care you have put into the details so far. Small things like a clear error message or a sensible default can make a meaningful difference. Together, we can build a more intuitive and customer-centric experience while keeping the launch manageable. I will send the pilot schedule on Friday once we have the final participant list.\n\nBest,\nThe portal team", "mode": "document", "retry_on_failure": true, "rewrite_gate": { "enabled": false }, "allow_ai": true, "semantic_review": true, "instructions": "Remove inflated AI-style phrasing and filler. Use direct language. Preserve all facts, caveats, dates, numbers, and quoted wording.", "constraints": { "max_change_ratio": 1.5, "preserve_numbers": true, "preserve_quotes": true, "preserve_formatting": true }, "return_analysis": true, "model_level": "medium" }, "response": { "status": "rewritten", "mode": "document", "text": "Hi everyone,\n\nAs we head into the final month of the quarter, the customer portal project has brought several moving pieces into one place. The next few weeks will be pivotal in turning that work into a reliable experience for customers. This is more than a software launch: it is an opportunity to rethink how we support people after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. We are keeping the initial release focused. Password changes, team permissions, and subscription changes will continue through the existing account page until the second release. Please avoid promising those features in customer conversations, even if a customer has seen an early design that includes them.\n\nTesting starts Monday with twelve customers who volunteered during the spring interviews. Each participant will receive a short set of tasks and a link to a feedback form. We will also offer two optional video sessions for people who prefer to talk through their experience. The research team will summarize the results each afternoon so engineering can distinguish problems that block a task from smaller issues we can address later.\n\nThe portal can reduce unnecessary support tickets and help customers find answers on their own. However, we should not assume that fewer tickets automatically mean people are happier. We will look at task completion, abandoned sessions, and customer comments alongside ticket counts. If customers stop asking because they cannot find the contact button, that is a failure, not an improvement.\n\nWe need to make three decisions this week. First, finance needs to confirm which invoice fields can be edited after an invoice has been issued. Second, support needs to choose an owner for messages submitted outside normal business hours. Finally, product needs to approve the wording for requests that are waiting on a customer response. Please add your answers to the project document by Thursday afternoon, with links to any relevant policy.\n\nFor launch week, we will keep the old help page available and add a clear route back to it from the portal. Nobody should have to learn a new system to resolve an urgent billing problem. The support team will have a shared list of known issues, and engineering will nominate one person each day to handle reports that need immediate attention. We will postpone the wider release if the pilot reveals problems with invoices or account access.\n\nThank you for the care you have put into the details so far. Clear error messages and sensible defaults can make a meaningful difference. 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It removes some filler but keeps “pivotal” and “more than a software launch.” The facts remain, but this is a less thorough cleanup than Low or High on this draft." }, { "level": "high", "recorded_at": "2026-09-27T12:16:45.866Z", "request_id": "7ca6d713-5004-4c8f-84f3-26be691b5ada", "http_status": 200, "customer_charge_micro_usd": 110445, "measured_usage_price_micro_usd": 110445, "output_words": 426, "request": { "text": "Hi everyone,\n\nAs we head into the final month of the quarter, I wanted to take a moment to reflect on the progress we have made together. The customer portal project has brought several moving pieces into one place, and the next few weeks will be pivotal in turning that work into a reliable experience for customers. This isn't just a software launch. It's an opportunity to rethink how we support people after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. 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Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 10.09, "balance": "No universal ideal ratio; assess against your profile." }, "overall_score": 100, "rhythm": { "version": "2026-09-24.1", "method": "deterministic", "scored": false, "sentences": { "count": 28, "lengths": [ 2, 19, 21, 19, 7, 18, 20, 13, 16, 17, 25, 15, 9, 15, 18, 8, 16, 13, 15, 18, 22, 14, 26, 16, 13, 12, 15, 4 ], "mean": 15.21, "sd": 5.53, "cv": 0.36, "median": 15.5, "iqr": 5, "median_absolute_deviation": 2.5, "adjacent_difference": 6, "normalized_adjacent_difference": 0.39, "status": "measured", "units": [ { "start": 0, "end": 12, "words": 2 }, { "start": 14, "end": 119, "words": 19 }, { "start": 120, "end": 228, "words": 21 }, { "start": 230, "end": 357, "words": 19 }, { "start": 358, "end": 401, "words": 7 }, { "start": 402, "end": 536, "words": 18 }, { "start": 537, "end": 669, "words": 20 }, { "start": 671, "end": 763, "words": 13 }, { "start": 764, "end": 845, "words": 16 }, { "start": 846, "end": 948, "words": 17 }, { "start": 949, "end": 1108, "words": 25 }, { "start": 1110, "end": 1205, "words": 15 }, { "start": 1206, "end": 1266, "words": 9 }, { "start": 1267, "end": 1369, "words": 15 }, { "start": 1370, "end": 1478, "words": 18 }, { "start": 1480, "end": 1522, "words": 8 }, { "start": 1523, "end": 1616, "words": 16 }, { "start": 1617, "end": 1703, "words": 13 }, { "start": 1704, "end": 1794, "words": 15 }, { "start": 1795, "end": 1901, "words": 18 }, { "start": 1903, "end": 2010, "words": 22 }, { "start": 2011, "end": 2089, "words": 14 }, { "start": 2090, "end": 2246, "words": 26 }, { "start": 2247, "end": 2344, "words": 16 }, { "start": 2346, "end": 2406, "words": 13 }, { "start": 2407, "end": 2473, "words": 12 }, { "start": 2474, "end": 2555, "words": 15 }, { "start": 2557, "end": 2578, "words": 4 } ] }, "paragraphs": { "count": 9, "lengths": [ 2, 40, 64, 71, 57, 70, 78, 40, 4 ], "mean": 47.33, "sd": 26.72, "cv": 0.56, "median": 57, "iqr": 30, "median_absolute_deviation": 17, "adjacent_difference": 19, "normalized_adjacent_difference": 0.4, "status": "measured", "units": [ { "start": 0, "end": 12, "words": 2, "sentence_count": 1 }, { "start": 14, "end": 228, "words": 40, "sentence_count": 2 }, { "start": 230, "end": 669, "words": 64, "sentence_count": 4 }, { "start": 671, "end": 1108, "words": 71, "sentence_count": 4 }, { "start": 1110, "end": 1478, "words": 57, "sentence_count": 4 }, { "start": 1480, "end": 1901, "words": 70, "sentence_count": 5 }, { "start": 1903, "end": 2344, "words": 78, "sentence_count": 4 }, { "start": 2346, "end": 2555, "words": 40, "sentence_count": 3 }, { "start": 2557, "end": 2578, "words": 4, "sentence_count": 1 } ], "sentence_counts": [ 1, 2, 4, 4, 4, 5, 4, 3, 1 ], "dominant_sentence_count_share": 0.44 }, "vocabulary": { "words": 426, "mattr_window": 50, "mattr": 0.86, "contractions_per_100_words": 0.47 }, "thresholds": { "minimum_sentences": 10, "minimum_paragraphs": 5, "uniform_cv": 0.12, "sentence_run_words_tolerance": 2, "minimum_sentence_run": 4 }, "note": "Experimental style diagnostics, not authorship probabilities. 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Each component is max(0,100 - findings*100/max(20,words)). Readability is reported separately." }, "explain": { "findings": [], "contextual_rules": [], "instructions_require_contextual_review": false, "protected_spans": [] }, "inspect": { "status": "no_patterns_found", "findings": [], "complete_detection": false, "note": "Pattern matches are signals, including quoted examples. No matches does not establish safety." } }, "finding_changes": { "before": 2, "after": 0, "by_rule": [ { "rule_id": "style.phrase.2", "before": 1, "after": 0, "change": -1 }, { "rule_id": "style.importance_label", "before": 1, "after": 0, "change": -1 } ], "note": "Raw finding counts, not proof of improved quality or unchanged meaning. Negative changes mean fewer matches for that rule. Contextual findings can be intentional." }, "provenance": { "ai_used": true, "output_accepted": true, "watermark_checked": false, "note": "Meaning review is fallible. Review edits before using them." } }, "assessment": "Tightens the opening and turns the three decisions into direct requests. Retains the testing details, deadlines and condition for postponing release." }, { "level": "max", "recorded_at": "2026-09-27T12:17:12.024Z", "request_id": "3fe9ae13-6bc4-4335-8dc2-09769ae749a2", "http_status": 200, "customer_charge_micro_usd": 360031, "measured_usage_price_micro_usd": 360031, "output_words": 443, "request": { "text": "Hi everyone,\n\nAs we head into the final month of the quarter, I wanted to take a moment to reflect on the progress we have made together. The customer portal project has brought several moving pieces into one place, and the next few weeks will be pivotal in turning that work into a reliable experience for customers. This isn't just a software launch. It's an opportunity to rethink how we support people after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. We are keeping the initial release focused. Password changes, team permissions, and subscription changes will continue through the existing account page until the second release. Please avoid promising those features during customer conversations, even if a customer has seen an early design that includes them.\n\nTesting starts on Monday with twelve customers who volunteered during the spring interviews. Each participant will receive a short set of tasks and a link to a feedback form. We will also offer two optional video sessions for people who prefer to talk through their experience. The research team will summarize the results each afternoon so engineering can distinguish problems that block a task from smaller issues we can address later.\n\nWhy this matters: a seamless experience can reduce unnecessary support tickets and empower customers to find answers on their own. However, we should not assume that fewer tickets automatically means people are happier. We will look at task completion, abandoned sessions, and the comments customers leave alongside the ticket count. If customers stop asking because they cannot find the contact button, that is a failure, not an improvement.\n\nThere are three decisions we need to make this week. First, finance needs to confirm which invoice fields can be edited after an invoice has been issued. Second, support needs to choose an owner for messages submitted outside normal business hours. Finally, product needs to approve the wording for requests that are waiting on a customer response. Please add your answers to the project document by Thursday afternoon, with a link to any relevant policy.\n\nFor launch week, we will keep the old help page available and add a clear route back to it from the portal. Nobody should have to learn a new system to resolve an urgent billing problem. The support team will have a shared list of known issues, and engineering will nominate one person each day to handle reports that need immediate attention. We will postpone the wider release if the pilot reveals problems with invoices or account access.\n\nThank you for the care you have put into the details so far. Small things like a clear error message or a sensible default can make a meaningful difference. Together, we can build a more intuitive and customer-centric experience while keeping the launch manageable. I will send the pilot schedule on Friday once we have the final participant list.\n\nBest,\nThe portal team", "mode": "document", "retry_on_failure": true, "rewrite_gate": { "enabled": false }, "allow_ai": true, "semantic_review": true, "instructions": "Remove inflated AI-style phrasing and filler. Use direct language. Preserve all facts, caveats, dates, numbers, and quoted wording.", "constraints": { "max_change_ratio": 1.5, "preserve_numbers": true, "preserve_quotes": true, "preserve_formatting": true }, "return_analysis": true, "model_level": "max" }, "response": { "status": "rewritten", "mode": "document", "text": "Hi everyone,\n\nAs we head into the final month of the quarter, the customer portal project has brought several parts of our support service into one place. Over the next few weeks, we will focus on making the portal reliable for customers and improving how we support them after they sign up.\n\nThe first version of the portal will let customers update their contact details, download invoices, and check the status of support requests. We are keeping the initial release focused. Password changes, team permissions, and subscription changes will continue through the existing account page until the second release. Please avoid promising those features during customer conversations, even if a customer has seen an early design that includes them.\n\nTesting starts on Monday with twelve customers who volunteered during the spring interviews. Each participant will receive a short set of tasks and a link to a feedback form. We will also offer two optional video sessions for people who prefer to talk through their experience. The research team will summarize the results each afternoon so engineering can distinguish problems that block a task from smaller issues we can address later.\n\nAn easy-to-use portal can reduce unnecessary support tickets and help customers find answers on their own. But we should not assume that fewer tickets automatically means people are happier. We will look at task completion, abandoned sessions, and the comments customers leave alongside the ticket count. If customers stop asking because they cannot find the contact button, that is a failure, not an improvement.\n\nWe need to make three decisions this week. Finance needs to confirm which invoice fields can be edited after an invoice has been issued. Support needs to choose an owner for messages submitted outside normal business hours. Product needs to approve the wording for requests that are waiting on a customer response. Please add your answers to the project document by Thursday afternoon, with a link to any relevant policy.\n\nFor launch week, we will keep the old help page available and add a clear route back to it from the portal. Nobody should have to learn a new system to resolve an urgent billing problem. The support team will have a shared list of known issues, and engineering will nominate one person each day to handle reports that need immediate attention. We will postpone the wider release if the pilot reveals problems with invoices or account access.\n\nThank you for the care you have put into the details so far, from clear error messages to sensible defaults. 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Review edits before using them." } }, "assessment": "Reworks the opening and cuts the promotional closing while keeping the operational paragraphs close to the source. Clearer than the original, with little extra benefit over High here." } ], "vetting": "Checked the first-release features and exclusions, second-release condition, Monday start, twelve volunteers from spring interviews, two optional sessions, afternoon reporting, ticket-count caveat, three decisions and owners, Thursday deadline and policy links, old help page, daily engineering contact, invoice/account-access postponement condition, and Friday schedule after the participant list is final. These details are retained." }, { "id": "example-product-announcement", "title": "Product announcement", "source_kind": "Original fictional demo draft.", "source": "A clearer home for your project notes\n\nWe are excited to introduce a new chapter in the way your team captures ideas, shares context, and moves work forward. 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Thresholds are provisional. Higher variation is not inherently better; headings, lists, code, tables and block quotes are excluded from Markdown prose." }, "voice_baseline": { "status": "no_samples", "genre": null, "sample_genre": null, "samples": 0, "sample_sentences": 0, "genre_match": null, "sentence_cv": { "current": 0.38, "sample_range": null }, "paragraph_cv": { "current": 0.49, "sample_range": null }, "contractions_per_100_words": { "current": 0, "sample_range": null }, "note": "Descriptive sample ranges, not confidence intervals, ideal targets or a voice-match score. Only approved prose samples are used, never instruction documents. 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Each component is max(0,100 - findings*100/max(20,words)). Readability is reported separately." }, "explain": { "findings": [], "contextual_rules": [], "instructions_require_contextual_review": false, "protected_spans": [] }, "inspect": { "status": "suspicious", "findings": [ { "id": "behavior_redirect:239", "rule_id": "inspection.behavior_redirect", "start": 239, "end": 346, "text": "Instead of opening a long list of documents, you will see a short introduction, the most recent decisions, ", "message": "Review a possible attempt to redirect behavior. Ordinary quoted text can match.", "severity": "warning", "method": "rule" } ], "complete_detection": false, "note": "Pattern matches are signals, including quoted examples. No matches does not establish safety." } }, "finding_changes": { "before": 2, "after": 0, "by_rule": [ { "rule_id": "style.rhetorical_correction", "before": 1, "after": 0, "change": -1 }, { "rule_id": "style.importance_label", "before": 1, "after": 0, "change": -1 } ], "note": "Raw finding counts, not proof of improved quality or unchanged meaning. Negative changes mean fewer matches for that rule. Contextual findings can be intentional." }, "provenance": { "ai_used": true, "output_accepted": true, "watermark_checked": false, "note": "Meaning review is fallible. Review edits before using them." } }, "assessment": "Makes the decision-marking instructions more direct and removes the promotional framing. The result is close to the other levels on this draft." } ], "vetting": "Checked overview contents and customization, preservation of documents/permissions/links, no file moves or renames, search scope and remembered filters, decision ownership and linked original context, newcomer context, small-group rollout next week, advance owner notice, deferral until the following month, two-week return to the previous layout, unchanged plan charges/storage/guest permissions, and setup-guide topics. All retained." }, { "id": "example-research-proposal", "title": "Research proposal", "source_kind": "Original fictional demo draft.", "source": "Proposal: understanding the first month of customer use\n\nThis proposal outlines a focused research project to understand why some new customers stop using the service during their first month. The aim is to identify the moments where expectations and experience diverge, then recommend a small set of improvements that the team can test. By taking a holistic approach to the customer journey, we can uncover actionable insights and create a more seamless onboarding experience.\n\nThe project will focus on customers who created an account in the last eight weeks. We want to hear from people who became regular users, people who tried the service once, and people who started setting it up but did not finish. Comparing those experiences should help us avoid treating every inactive account as evidence of the same problem. Some customers may have completed a short task and simply have no reason to return yet.\n\nWe propose twelve interviews, each lasting about forty minutes. Participants will be asked to describe what they hoped to accomplish, show how they approached their first task, and explain any points where they became uncertain. We will ask for specific examples rather than general ratings. A statement such as the interface was confusing is a starting point; the useful detail is what the person expected a particular button to do.\n\nRecruitment will happen through an invitation sent to eligible customers who have agreed to receive research messages. Participation will be optional, and declining will not affect their account or support. We will offer the same thank-you payment to every participant, regardless of whether their feedback is positive or negative. The invitation will explain how the interview notes will be used and whether the participant wants to allow recording.\n\nThis isn't just about collecting feedback. It's about building a deeper understanding of the people behind the metrics. Alongside the interviews, we will review existing support questions and the steps customers complete during setup. These records can help us decide where to ask better questions, but they will not replace the conversations. 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We will also include cases that contradict the main pattern, since those differences may matter when deciding which customers an improvement will serve.\n\nSuccess means leaving the project with a few testable decisions rather than a long collection of interesting quotes. With the right insights, we can foster stronger customer relationships and set the stage for sustainable growth.", "mode": "document", "retry_on_failure": true, "rewrite_gate": { "enabled": false }, "allow_ai": true, "semantic_review": true, "instructions": "Remove inflated AI-style phrasing and filler. Use direct language. 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This is stylistic pruning, not a meaning change.", "The revision removes two layers of promotional filler: 'interesting' (empty modifier before 'quotes') and the entire closing sentence ('With the right insights, we can foster stronger customer relationships and set the stage for sustainable growth'). The closing sentence contains no concrete commitment or method—it is generic aspirational conclusion. The definition of success—testable decisions, not quote collection—remains precisely stated.", "Changed 'will be asked to describe' to 'will describe'—more direct voice. No change to substantive content or method.", "Changed 'whether the participant wants to allow recording' to 'ask whether the participant wants to allow recording'—added clarity by making the action explicit. 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Retains recruitment consent, equal participant payments, the schedule and limits of the findings." }, { "level": "high", "recorded_at": "2026-09-27T12:19:52.996Z", "request_id": "76b47230-aada-4de9-b035-21630ee8a739", "http_status": 200, "customer_charge_micro_usd": 107075, "measured_usage_price_micro_usd": 107075, "output_words": 457, "request": { "text": "Proposal: understanding the first month of customer use\n\nThis proposal outlines a focused research project to understand why some new customers stop using the service during their first month. The aim is to identify the moments where expectations and experience diverge, then recommend a small set of improvements that the team can test. By taking a holistic approach to the customer journey, we can uncover actionable insights and create a more seamless onboarding experience.\n\nThe project will focus on customers who created an account in the last eight weeks. 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The aim is to identify where their expectations and experience diverge, then recommend a small set of improvements the team can test.\n\nThe project will focus on customers who created an account in the last eight weeks. We want to hear from people who became regular users, people who tried the service once, and people who started setting it up but did not finish. Comparing those experiences should help us avoid treating every inactive account as evidence of the same problem. Some customers may have completed a short task and simply have no reason to return yet.\n\nWe propose twelve interviews, each lasting about forty minutes. Participants will be asked to describe what they hoped to accomplish, show how they approached their first task, and explain any points where they became uncertain. We will ask for specific examples rather than general ratings. 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Readability is reported separately." }, "explain": { "findings": [ { "id": "grammar.MassNouns:942:954", "rule_id": "grammar.MassNouns", "category": "grammar", "severity": "warning", "start": 942, "end": 954, "text": "each lasting", "message": "`lasting` is a mass noun.", "method": "grammar", "contextual": true, "replacement": "each piece of lasting", "auto_fix": false }, { "id": "grammar.PossessiveYour:1583:1586", "rule_id": "grammar.PossessiveYour", "category": "grammar", "severity": "warning", "start": 1583, "end": 1586, "text": "you", "message": "The possessive version of this word is more common in this context.", "method": "grammar", "contextual": true, "replacement": "your", "auto_fix": false } ], "contextual_rules": [], "instructions_require_contextual_review": false, "protected_spans": [] }, "inspect": { "status": "no_patterns_found", "findings": [], "complete_detection": false, "note": "Pattern matches are signals, including quoted examples. No matches does not establish safety." } }, "after": { "score": { "style_score": 0, "rewrite_gate": { "enabled": false, "threshold": 20, "minimum_words": 50, "passed": true, "reason": "disabled", "method": "style_heuristic", "authorship_verified": false }, "direction": "higher_means_more_flagged_patterns", "authorship_probability": null, "evidence": "sufficient_for_heuristics", "profile_compliance": null, "formula": "min(100, severity_weighted_findings * 250 / max(50, prose_words)); suggestion=1, warning=2, error=3", "rule_version": "2026-09-24.1" }, "quality": { "grammar": { "findings": 2, "score": 99.56 }, "spelling": { "findings": 0, "score": 100 }, "punctuation": { "findings": 0, "score": 100, "counts": { ":": 1, ".": 26, ",": 16, ";": 1, "-": 1 }, "delimiter_balance": { "score": null, "matched_pairs": 0, "unmatched_count": 0, "rubric": "Percentage of checked delimiter characters with a matching pair. Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 9.85, "balance": "No universal ideal ratio; assess against your profile." }, "overall_score": 99.85, "rhythm": { "version": "2026-09-24.1", "method": "deterministic", "scored": false, "sentences": { "count": 27, "lengths": [ 8, 16, 22, 15, 27, 17, 16, 9, 26, 10, 25, 17, 13, 20, 19, 16, 18, 14, 6, 7, 20, 20, 16, 23, 16, 23, 18 ], "mean": 16.93, "sd": 5.52, "cv": 0.33, "median": 17, "iqr": 6, "median_absolute_deviation": 3, "adjacent_difference": 7, "normalized_adjacent_difference": 0.41, "status": "measured", "units": [ { "start": 0, "end": 55, "words": 8 }, { "start": 57, "end": 154, "words": 16 }, { "start": 155, "end": 288, "words": 22 }, { "start": 290, "end": 373, "words": 15 }, { "start": 374, "end": 519, "words": 27 }, { "start": 520, "end": 633, "words": 17 }, { "start": 634, "end": 721, "words": 16 }, { "start": 723, "end": 786, "words": 9 }, { "start": 787, "end": 951, "words": 26 }, { "start": 952, "end": 1014, "words": 10 }, { "start": 1015, "end": 1156, "words": 25 }, { "start": 1158, "end": 1276, "words": 17 }, { "start": 1277, "end": 1364, "words": 13 }, { "start": 1365, "end": 1489, "words": 20 }, { "start": 1490, "end": 1608, "words": 19 }, { "start": 1610, "end": 1724, "words": 16 }, { "start": 1725, "end": 1833, "words": 18 }, { "start": 1834, "end": 1920, "words": 14 }, { "start": 1922, "end": 1952, "words": 6 }, { "start": 1953, "end": 2003, "words": 7 }, { "start": 2004, "end": 2132, "words": 20 }, { "start": 2133, "end": 2250, "words": 20 }, { "start": 2251, "end": 2350, "words": 16 }, { "start": 2352, "end": 2491, "words": 23 }, { "start": 2492, "end": 2590, "words": 16 }, { "start": 2591, "end": 2743, "words": 23 }, { "start": 2745, "end": 2861, "words": 18 } ] }, "paragraphs": { "count": 9, "lengths": [ 8, 38, 75, 70, 69, 48, 69, 62, 18 ], "mean": 50.78, "sd": 23.15, "cv": 0.46, "median": 62, "iqr": 31, "median_absolute_deviation": 13, "adjacent_difference": 21, "normalized_adjacent_difference": 0.41, "status": "measured", "units": [ { "start": 0, "end": 55, "words": 8, "sentence_count": 1 }, { "start": 57, "end": 288, "words": 38, "sentence_count": 2 }, { "start": 290, "end": 721, "words": 75, "sentence_count": 4 }, { "start": 723, "end": 1156, "words": 70, "sentence_count": 4 }, { "start": 1158, "end": 1608, "words": 69, "sentence_count": 4 }, { "start": 1610, "end": 1920, "words": 48, "sentence_count": 3 }, { "start": 1922, "end": 2350, "words": 69, "sentence_count": 5 }, { "start": 2352, "end": 2743, "words": 62, "sentence_count": 3 }, { "start": 2745, "end": 2861, "words": 18, "sentence_count": 1 } ], "sentence_counts": [ 1, 2, 4, 4, 4, 3, 5, 3, 1 ], "dominant_sentence_count_share": 0.33 }, "vocabulary": { "words": 457, "mattr_window": 50, "mattr": 0.83, "contractions_per_100_words": 0 }, "thresholds": { "minimum_sentences": 10, "minimum_paragraphs": 5, "uniform_cv": 0.12, "sentence_run_words_tolerance": 2, "minimum_sentence_run": 4 }, "note": "Experimental style diagnostics, not authorship probabilities. Thresholds are provisional. Higher variation is not inherently better; headings, lists, code, tables and block quotes are excluded from Markdown prose." }, "voice_baseline": { "status": "no_samples", "genre": null, "sample_genre": null, "samples": 0, "sample_sentences": 0, "genre_match": null, "sentence_cv": { "current": 0.33, "sample_range": null }, "paragraph_cv": { "current": 0.46, "sample_range": null }, "contractions_per_100_words": { "current": 0, "sample_range": null }, "note": "Descriptive sample ranges, not confidence intervals, ideal targets or a voice-match score. Only approved prose samples are used, never instruction documents. Unknown genre matching is not assumed." }, "statistics": { "words": 457, "characters": 2861, "utf16_length": 2861, "sentences": 27, "syllables": 742, "average_sentence_words": 16.93, "sentence_length_sd": 5.52, "lexical_diversity": 0.56, "readability": { "status": "estimated", "metric": "flesch_kincaid_grade", "grade": 10.17, "reading_ease": 52.3 }, "writing_complexity": "moderate", "punctuation": { "counts": { ":": 1, ".": 26, ",": 16, ";": 1, "-": 1 }, "delimiter_balance": { "score": null, "matched_pairs": 0, "unmatched_count": 0, "rubric": "Percentage of checked delimiter characters with a matching pair. Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 9.85 } }, "reading_target": null, "writing_level": { "complexity": "moderate", "target": null, "target_status": "not_requested", "measures_author_ability": false }, "rubric": "Mechanics only: mean component score. 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Leaves the detailed research plan and its qualifications largely unchanged." }, { "level": "max", "recorded_at": "2026-09-27T12:20:22.996Z", "request_id": "89f8c6de-b24b-4897-8677-b17c0d7bb482", "http_status": 200, "customer_charge_micro_usd": 393335, "measured_usage_price_micro_usd": 393335, "output_words": 458, "request": { "text": "Proposal: understanding the first month of customer use\n\nThis proposal outlines a focused research project to understand why some new customers stop using the service during their first month. The aim is to identify the moments where expectations and experience diverge, then recommend a small set of improvements that the team can test. By taking a holistic approach to the customer journey, we can uncover actionable insights and create a more seamless onboarding experience.\n\nThe project will focus on customers who created an account in the last eight weeks. We want to hear from people who became regular users, people who tried the service once, and people who started setting it up but did not finish. Comparing those experiences should help us avoid treating every inactive account as evidence of the same problem. Some customers may have completed a short task and simply have no reason to return yet.\n\nWe propose twelve interviews, each lasting about forty minutes. Participants will be asked to describe what they hoped to accomplish, show how they approached their first task, and explain any points where they became uncertain. We will ask for specific examples rather than general ratings. A statement such as the interface was confusing is a starting point; the useful detail is what the person expected a particular button to do.\n\nRecruitment will happen through an invitation sent to eligible customers who have agreed to receive research messages. Participation will be optional, and declining will not affect their account or support. We will offer the same thank-you payment to every participant, regardless of whether their feedback is positive or negative. The invitation will explain how the interview notes will be used and whether the participant wants to allow recording.\n\nThis isn't just about collecting feedback. It's about building a deeper understanding of the people behind the metrics. Alongside the interviews, we will review existing support questions and the steps customers complete during setup. These records can help us decide where to ask better questions, but they will not replace the conversations. A drop in activity tells us where something happened, not necessarily why it happened.\n\nThe work will take four weeks. The first week covers recruitment and preparation. Interviews will run during the second and third weeks, with time between sessions to compare notes and adjust unclear questions. 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With the right insights, we can foster stronger customer relationships and set the stage for sustainable growth.", "mode": "document", "retry_on_failure": true, "rewrite_gate": { "enabled": false }, "allow_ai": true, "semantic_review": true, "instructions": "Remove inflated AI-style phrasing and filler. Use direct language. Preserve all facts, caveats, dates, numbers, and quoted wording.", "constraints": { "max_change_ratio": 1.5, "preserve_numbers": true, "preserve_quotes": true, "preserve_formatting": true }, "return_analysis": true, "model_level": "max" }, "response": { "status": "rewritten", "mode": "document", "text": "Proposal: understanding the first month of customer use\n\nWe propose a research project to understand why some new customers stop using the service during their first month. The aim is to identify where expectations and experience diverge, then recommend a small set of improvements that the team can test.\n\nThe project will focus on customers who created an account in the last eight weeks. We want to hear from people who became regular users, people who tried the service once, and people who started setting it up but did not finish. Comparing those experiences should help us avoid treating every inactive account as evidence of the same problem. Some customers may have completed a short task and simply have no reason to return yet.\n\nWe propose twelve interviews, each lasting about forty minutes. Participants will be asked to describe what they hoped to accomplish, show how they approached their first task, and explain where they became uncertain. We will ask for specific examples rather than general ratings. 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The revision resolves it by adding 'ask', which is the most plausible intended reading and does not add a new commitment, but it is a small interpretive fix rather than a pure wording change. Worth confirming with the author.", "Minor style-level shift: 'where to ask better questions' implied using records to locate areas needing probing; 'what to ask' is slightly broader. The substantive point (records inform the interview questions but do not replace interviews) is preserved. Not a meaning change.", "These removals are generic promotional filler, an artificial contrast, and an empty conclusion, which the guidance explicitly asks to remove. No specific promise, number, caveat, or substantive position was lost; the project aims, scope, methods, timeline, deliverables, and success criterion remain intact. Noted only for completeness." ] } ], "validation": { "reading_target": null, "constraints_satisfied": true, "checks": [ { "name": "max_change_ratio", "status": "passed", "expected": 1.5, "actual": 0.15061295971978983 }, { "name": "protected_content", "status": "passed", "expected": "unchanged in original position relative to surrounding text", "actual": [] }, { "name": "numbers", "status": "passed", "expected": [], "actual": [] } ], "comparison": { "edits": [ { "start": 57, "end": 61, "replacement": "We", "original": "This", "original_chars": 4, "replacement_chars": 2 }, { "start": 68, "end": 77, "replacement": "", "original": "al outlin", "original_chars": 9, "replacement_chars": 0 }, { "start": 78, "end": 79, "replacement": "", "original": "s", "original_chars": 1, "replacement_chars": 0 }, { "start": 82, "end": 90, "replacement": "", "original": "focused ", "original_chars": 8, "replacement_chars": 0 }, { "start": 216, "end": 228, "replacement": "", "original": "the moments ", "original_chars": 12, "replacement_chars": 0 }, { "start": 337, "end": 477, "replacement": "", "original": " By taking a holistic approach to the customer journey, we can uncover actionable insights and create a more seamless onboarding experience.", "original_chars": 140, "replacement_chars": 0 }, { "start": 1101, "end": 1112, "replacement": "", "original": "any points ", "original_chars": 11, "replacement_chars": 0 }, { "start": 1347, "end": 1348, "replacement": "W", "original": "R", "original_chars": 1, "replacement_chars": 1 }, { "start": 1349, "end": 1349, "replacement": " will re", "original": "", "original_chars": 0, "replacement_chars": 8 }, { "start": 1354, "end": 1356, "replacement": " participa", "original": "me", "original_chars": 2, "replacement_chars": 10 }, { "start": 1358, "end": 1358, "replacement": "s", "original": "", "original_chars": 0, "replacement_chars": 1 }, { "start": 1359, "end": 1363, "replacement": "by", "original": "will", "original_chars": 4, "replacement_chars": 2 }, { "start": 1364, "end": 1368, "replacement": "s", "original": "happ", "original_chars": 4, "replacement_chars": 1 }, { "start": 1370, "end": 1376, "replacement": "din", "original": " throu", "original_chars": 6, "replacement_chars": 3 }, { "start": 1377, "end": 1378, "replacement": "", "original": "h", "original_chars": 1, "replacement_chars": 0 }, { "start": 1393, "end": 1396, "replacement": "", "original": "sen", "original_chars": 3, "replacement_chars": 0 }, { "start": 1397, "end": 1399, "replacement": "", "original": " t", "original_chars": 2, "replacement_chars": 0 }, { "start": 1748, "end": 1748, "replacement": "ask ", "original": "", "original_chars": 0, "replacement_chars": 4 }, { "start": 1799, "end": 1919, "replacement": "", "original": "This isn't just about collecting feedback. It's about building a deeper understanding of the people behind the metrics. 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Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 10.19 } }, "after": { "words": 458, "characters": 2856, "utf16_length": 2856, "sentences": 27, "syllables": 744, "average_sentence_words": 16.96, "sentence_length_sd": 5.45, "lexical_diversity": 0.55, "readability": { "status": "estimated", "metric": "flesch_kincaid_grade", "grade": 10.19, "reading_ease": 52.19 }, "writing_complexity": "moderate", "punctuation": { "counts": { ":": 1, ".": 26, ",": 16, ";": 1, "-": 1 }, "delimiter_balance": { "score": null, "matched_pairs": 0, "unmatched_count": 0, "rubric": "Percentage of checked delimiter characters with a matching pair. 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Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 9.83, "balance": "No universal ideal ratio; assess against your profile." }, "overall_score": 99.85, "rhythm": { "version": "2026-09-24.1", "method": "deterministic", "scored": false, "sentences": { "count": 27, "lengths": [ 8, 19, 22, 15, 27, 17, 16, 9, 24, 10, 25, 18, 13, 20, 20, 16, 16, 14, 6, 7, 20, 20, 16, 23, 16, 23, 18 ], "mean": 16.96, "sd": 5.45, "cv": 0.32, "median": 17, "iqr": 6, "median_absolute_deviation": 3, "adjacent_difference": 7, "normalized_adjacent_difference": 0.41, "status": "measured", "units": [ { "start": 0, "end": 55, "words": 8 }, { "start": 57, "end": 172, "words": 19 }, { "start": 173, "end": 305, "words": 22 }, { "start": 307, "end": 390, "words": 15 }, { "start": 391, "end": 536, "words": 27 }, { "start": 537, "end": 650, "words": 17 }, { "start": 651, "end": 738, "words": 16 }, { "start": 740, "end": 803, "words": 9 }, { "start": 804, "end": 957, "words": 24 }, { "start": 958, "end": 1020, "words": 10 }, { "start": 1021, "end": 1162, "words": 25 }, { "start": 1164, "end": 1285, "words": 18 }, { "start": 1286, "end": 1373, "words": 13 }, { "start": 1374, "end": 1498, "words": 20 }, { "start": 1499, "end": 1621, "words": 20 }, { "start": 1623, "end": 1737, "words": 16 }, { "start": 1738, "end": 1828, "words": 16 }, { "start": 1829, "end": 1915, "words": 14 }, { "start": 1917, "end": 1947, "words": 6 }, { "start": 1948, "end": 1998, "words": 7 }, { "start": 1999, "end": 2127, "words": 20 }, { "start": 2128, "end": 2245, "words": 20 }, { "start": 2246, "end": 2345, "words": 16 }, { "start": 2347, "end": 2486, "words": 23 }, { "start": 2487, "end": 2585, "words": 16 }, { "start": 2586, "end": 2738, "words": 23 }, { "start": 2740, "end": 2856, "words": 18 } ] }, "paragraphs": { "count": 9, "lengths": [ 8, 41, 75, 68, 71, 46, 69, 62, 18 ], "mean": 50.89, "sd": 23.03, "cv": 0.45, "median": 62, "iqr": 28, "median_absolute_deviation": 13, "adjacent_difference": 24, "normalized_adjacent_difference": 0.47, "status": "measured", "units": [ { "start": 0, "end": 55, "words": 8, "sentence_count": 1 }, { "start": 57, "end": 305, "words": 41, "sentence_count": 2 }, { "start": 307, "end": 738, "words": 75, "sentence_count": 4 }, { "start": 740, "end": 1162, "words": 68, "sentence_count": 4 }, { "start": 1164, "end": 1621, "words": 71, "sentence_count": 4 }, { "start": 1623, "end": 1915, "words": 46, "sentence_count": 3 }, { "start": 1917, "end": 2345, "words": 69, "sentence_count": 5 }, { "start": 2347, "end": 2738, "words": 62, "sentence_count": 3 }, { "start": 2740, "end": 2856, "words": 18, "sentence_count": 1 } ], "sentence_counts": [ 1, 2, 4, 4, 4, 3, 5, 3, 1 ], "dominant_sentence_count_share": 0.33 }, "vocabulary": { "words": 458, "mattr_window": 50, "mattr": 0.83, "contractions_per_100_words": 0 }, "thresholds": { "minimum_sentences": 10, "minimum_paragraphs": 5, "uniform_cv": 0.12, "sentence_run_words_tolerance": 2, "minimum_sentence_run": 4 }, "note": "Experimental style diagnostics, not authorship probabilities. Thresholds are provisional. Higher variation is not inherently better; headings, lists, code, tables and block quotes are excluded from Markdown prose." }, "voice_baseline": { "status": "no_samples", "genre": null, "sample_genre": null, "samples": 0, "sample_sentences": 0, "genre_match": null, "sentence_cv": { "current": 0.32, "sample_range": null }, "paragraph_cv": { "current": 0.45, "sample_range": null }, "contractions_per_100_words": { "current": 0, "sample_range": null }, "note": "Descriptive sample ranges, not confidence intervals, ideal targets or a voice-match score. Only approved prose samples are used, never instruction documents. Unknown genre matching is not assumed." }, "statistics": { "words": 458, "characters": 2856, "utf16_length": 2856, "sentences": 27, "syllables": 744, "average_sentence_words": 16.96, "sentence_length_sd": 5.45, "lexical_diversity": 0.55, "readability": { "status": "estimated", "metric": "flesch_kincaid_grade", "grade": 10.19, "reading_ease": 52.19 }, "writing_complexity": "moderate", "punctuation": { "counts": { ":": 1, ".": 26, ",": 16, ";": 1, "-": 1 }, "delimiter_balance": { "score": null, "matched_pairs": 0, "unmatched_count": 0, "rubric": "Percentage of checked delimiter characters with a matching pair. Checks parentheses, brackets, braces, double quotes, curly double quotes, and guillemets; inches and intentional fragments can be false positives." }, "per_100_words": 9.83 } }, "reading_target": null, "writing_level": { "complexity": "moderate", "target": null, "target_status": "not_requested", "measures_author_ability": false }, "rubric": "Mechanics only: mean component score. Each component is max(0,100 - findings*100/max(20,words)). Readability is reported separately." }, "explain": { "findings": [ { "id": "grammar.MassNouns:770:782", "rule_id": "grammar.MassNouns", "category": "grammar", "severity": "warning", "start": 770, "end": 782, "text": "each lasting", "message": "`lasting` is a mass noun.", "method": "grammar", "contextual": true, "replacement": "each piece of lasting", "auto_fix": false }, { "id": "grammar.PossessiveYour:1403:1406", "rule_id": "grammar.PossessiveYour", "category": "grammar", "severity": "warning", "start": 1403, "end": 1406, "text": "you", "message": "The possessive version of this word is more common in this context.", "method": "grammar", "contextual": true, "replacement": "your", "auto_fix": false } ], "contextual_rules": [], "instructions_require_contextual_review": false, "protected_spans": [] }, "inspect": { "status": "no_patterns_found", "findings": [], "complete_detection": false, "note": "Pattern matches are signals, including quoted examples. No matches does not establish safety." } }, "finding_changes": { "before": 2, "after": 2, "by_rule": [ { "rule_id": "grammar.MassNouns", "before": 1, "after": 1, "change": 0 }, { "rule_id": "grammar.PossessiveYour", "before": 1, "after": 1, "change": 0 } ], "note": "Raw finding counts, not proof of improved quality or unchanged meaning. Negative changes mean fewer matches for that rule. Contextual findings can be intentional." }, "provenance": { "ai_used": true, "output_accepted": true, "watermark_checked": false, "note": "Meaning review is fallible. Review edits before using them." } }, "assessment": "Cuts the filler and makes recruitment and recording consent more direct. Preserves the research caveats. The result is close to High, at a higher price." } ], "vetting": "Checked the eight-week account window and three customer groups, twelve interviews of about forty minutes, specific examples, prior consent to research messages, voluntary participation without account/support consequences, equal payments regardless of feedback, recording choice and note usage, support/setup evidence not replacing interviews, four-week schedule, interim reporting, evidence/limitations and contradictory findings. These details remain. Low strengthens the certainty of the aim and expected benefit; its automated review did not flag that change. Medium, High and Max preserve the tentative wording." } ] }