Editorial verification service
Copy editing misses unsupported facts and quotation problems. Claim-level verification with sources and unresolved questions preserved.
01The offer
For small publishers releasing fact-heavy nonfiction, turn draft copy, references and accessible source materials into editorial verification report. Address the recurring problem: copy editing misses unsupported facts and quotation problems. The value hypothesis is a more complete, reviewable deliverable with less repeated preparation; the pilot must establish whether that benefit is real.
- For
- Small publishers releasing fact-heavy nonfiction
- Takes in
- Draft copy, references and accessible source materials
- Delivers
- Editorial verification report
- Message
- Editorial verification service for small publishers releasing fact-heavy nonfiction. Claim-level verification with sources and unresolved questions preserved. Demonstrate the claim through an annotated verification of a sample chapter.
- Lead magnet
- An annotated verification of a sample chapter
02How it works
- Check quotations
- Resolve citations
- Compare factual claims
- Flag unavailable evidence
- Distinguish opinion
- Record editor decisions
Workflow
Agree review criteria, ingest a sample, generate candidate findings, inspect supporting evidence, let reviewers confirm or dismiss each item, assign corrections, and recheck the affected material. Start with draft copy, references and accessible source materials and finish with editorial verification report.
AI and people
Propose possible inconsistencies, omissions and rubric matches. Combine extraction with deterministic checks where rules are explicit. Reviewers make the final judgment. Keep false positives and missed cases visible during evaluation.
Screens
Key screens: Claim inventory, source evidence, correction log. Open on a review queue ordered by reviewer-selected priorities. Show each finding beside the original evidence and applicable rule. Provide accept, dismiss and needs-information controls with reasons. A separate report view summarizes confirmed findings and unresolved items, not raw AI flags. In this product, the first view is claim inventory, followed by source evidence and correction log.
Admin
Versioned review criteria, evidence links, reviewer decisions, disagreement handling, correction assignments, recheck status and exportable review history.
03Market gap
Alternatives buyers use today
Manual reviewers, checklists, generic scanning tools and specialist audit services. Differentiate on this specific proposed advantage: claim-level verification with sources and unresolved questions preserved. Test it against the buyer's current method on the same task. Competitor coverage and uniqueness have not been established.
Where this wins
A domain-specific review rubric and rights-cleared examples of confirmed defects, false alarms and reviewer reasoning. For this solution, build around claim-level verification with sources and unresolved questions preserved. This advantage requires execution and accumulated customer trust; the base model alone is not a defensible asset.
04Why now
Writers teams are adopting AI for exactly this kind of repeatable work, and the cost of language and vision models has dropped far enough that a narrow, reviewed workflow pays back quickly. The buyer already feels the problem: copy editing misses unsupported facts and quotation problems.
05Proof & signals
Channels where buyers gather: Independent publishing networks. Metrics that prove it works: Confirmed factual issues, false alarms.
Paid pilot
Have a qualified reviewer independently assess the same sample. Compare confirmed findings, false alarms and omissions. Repeat on unseen material before agreeing recurring volume. For this solution, use draft copy, references and accessible source materials and evaluate editorial verification report. Agree success thresholds with the buyer before starting; collect a baseline for confirmed factual issues, false alarms. A positive signal is payment and repeat use with acceptable quality and delivery cost, not a favorable demo reaction alone.
06Execution plan
MVP
Begin with small publishers releasing fact-heavy nonfiction and one recurring use case. Build the first two modules: check quotations; resolve citations. Provide operator assistance for the third module: compare factual claims. Deliver editorial verification report through a manual review queue. Perform other necessary full-scope functions manually during the pilot. Include all applicable access, accuracy and professional-review controls from the start.
First 30 days
Week 1: interview five prospective buyers in this segment: small publishers releasing fact-heavy nonfiction. Ask to see a recent example of the problem and their current process. Week 2: prepare this demonstration using authorized or synthetic material: an annotated verification of a sample chapter. Week 3: present it through independent publishing networks and seek one narrowly scoped paid pilot. Week 4: review confirmed factual issues, false alarms, total delivery effort and a concrete renewal decision before increasing scope.
After the pilot
After paid pilots establish value, automate the remaining modules: flag unavailable evidence; distinguish opinion; record editor decisions. Add one validated source integration, reusable customer configuration and recurring delivery. Expand to additional teams, document formats or languages only after testing the new scope.
Retention
Offer recurring reviews and rechecks of previously confirmed issues. Expand document or case types after validating the new rubric with qualified reviewers.
Integrations
Author-owned manuscripts, authorized interviews and permitted research sources. Source repositories, task trackers and report exports. Keep findings as review proposals until authorized owners accept the resulting actions. These are candidate integration categories, not verified supported connectors.
07Investment and running costs
| Phase | Scope | Time | Budget |
|---|---|---|---|
| MVP | One buyer segment, one recurring use case; first modules: check quotations; resolve citations. Manual review in the loop. | 4 days | $8,000 |
| Paid pilot | Accounts, roles, review states, audit trail and the first integration, hardened for two to three paying pilot customers. | 5 days | $9,000 |
| Full product | Remaining modules: flag unavailable evidence; distinguish opinion; record editor decisions. Self-serve onboarding, billing, monitoring and the wider integration set. | 9 days | $12,000 |
| Total | $29,000 | ||
| Running | Hosting | AI usage | Total a month |
|---|---|---|---|
| MVP and paid pilot (about 3 customers) | $30–$60 | $80–$160 | $110–$220 |
| Full product (about 50 customers) | $110–$210 | $880–$1,750 | $990–$1,960 |
Revenue model to test
Test USD 500-2,000 for a defined audit sample and report. Offer recurring review priced by reviewed items and specialist hours. Software-only access can follow a reliable reviewed service. All prices require validation.
Cost drivers
Document or media processing, model evaluation, expert review, false-positive handling, rechecks and customer-specific rubric calibration.
Safeguards
Preserve author voice, source attribution, quotation accuracy and usage permissions. Authors approve substantive changes and publication scope. Validate source access and reviewer availability during the pilot. Maintain customer-level access, data deletion controls and a record of final approvals.
Take it further
Concept proposal expanded from the 315-solution conversation. Demand, pricing, differentiation, build scope and integration feasibility are hypotheses, not verified market findings. Category link is inspiration rather than evidence of business viability.