Editorial verification service

Buyer

Small publishers releasing fact-heavy nonfiction

Problem

Copy editing misses unsupported facts and quotation problems.

Format

Evidence review and quality assurance workspace

Also fits

Marketing; Education; Operations

USP

Claim-level verification with sources and unresolved questions preserved.

The product

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.

Core functionality

1. Check quotations.
2. Resolve citations.
3. Compare factual claims.
4. Flag unavailable evidence.
5. Distinguish opinion.
6. Record editor decisions.

Customer 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 human review

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.

What the customer puts in

Draft copy, references and accessible source materials

What the customer gets

Editorial verification report

Accounts and administration

Versioned review criteria, evidence links, reviewer decisions, disagreement handling, correction assignments, recheck status and exportable review history.

MVP scope

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.

After the MVP is validated

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.

Build dependencies

Evidence coordinates, versioned rules, reviewer decisions and a representative reference set. Measure misses as well as confirmed findings before scaling.

Integrations and data access

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.

Defensibility

A domain-specific review rubric and rights-cleared examples of confirmed defects, false alarms and reviewer reasoning. For this idea, 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.

Alternatives and positioning

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.

Revenue model and test pricing

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.

Main delivery costs

Document or media processing, model evaluation, expert review, false-positive handling, rechecks and customer-specific rubric calibration.

Marketing message to test

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.

Acquisition channels

Independent publishing networks

Lead magnet

An annotated verification of a sample chapter

The first 30 days of marketing

1. 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.
2. Week 2: prepare this demonstration using authorized or synthetic material: an annotated verification of a sample chapter.
3. Week 3: present it through independent publishing networks and seek one narrowly scoped paid pilot.
4. Week 4: review confirmed factual issues, false alarms, total delivery effort and a concrete renewal decision before increasing scope.

Paid pilot and validation

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 idea, 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.

Success metrics

Confirmed factual issues, false alarms

Retention and expansion

Offer recurring reviews and rechecks of previously confirmed issues. Expand document or case types after validating the new rubric with qualified reviewers.

Operating controls and limitations

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.

Investment indication

What it would take to build, from a first MVP to the full product. A planning range to start the conversation, not a quote. Running costs (model usage, hosting, reviewer hours) come on top.

Brand style (concept)