Witness preparation topic organizer

An MVP, or minimum viable product, is the smallest version that your users can actually work with. It is not a cheap version of the full solution. It is a test, built to answer the questions that decide whether the rest is worth building.

1. Pick the riskiest assumption. Here: will litigation support teams use it to solve "counsel cannot efficiently connect preparation topics to record evidence"?
2. Build only what tests it. One team, one use case, a few core modules. People do the rest by hand for now.
3. Run a paid pilot. Agree the acceptance criteria, input limits and reviewer responsibilities before starting.
4. Measure, then decide. Track retrieval time and unsupported topic references. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Costed pilot: Evidence organization; no coaching deceptive testimony. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: index supplied topics; link supporting passages. Support the third task through an assisted review queue: preserve contradictory records. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of counsel-controlled preparation index. Authentication, account isolation, deletion controls and basic operational logging are included. Specialized production certification, live write integrations and broader rollout are not included unless explicitly stated.

After the MVP. After paying customers repeatedly accept counsel-controlled preparation index, automate flag missing sources; record counsel notes; export preparation binder. Add one tested read integration, reusable customer configuration and scheduled repeat delivery. Increase supported formats or teams only when evaluation cases and reviewer capacity cover the new scope. Evidence organization; no coaching deceptive testimony.

What the build depends on. Stable identifiers, an agreed data schema, reversible imports, mapping review and source ownership. Data quality work can exceed model development effort. Obtain representative authorized inputs, an agreed review rubric and a buyer-side owner. Specific scope: Evidence organization; no coaching deceptive testimony.

Pricing to test

Test USD 500-2,500 for one collection cleanup and launch, followed by USD 100-500 monthly for maintenance within agreed record limits. Larger migrations and complex rights management are separately scoped. Prices are hypotheses. For this buyer, package the first sale around index a synthetic record set and the defined counsel-controlled preparation index. Record actual review effort before offering a recurring allowance. The commercial pilot fee is distinct from the platform development budget.

Message to test

Organize record references without scripting testimony. Demonstrate the result with index a synthetic record set for litigation support teams. Use a concrete before-and-after example without promising unmeasured savings.

Where to find buyers

Litigation support firms and law practices

Lead magnet

Index a synthetic record set

The first 30 days

1. Week 1: interview five prospective buyers from litigation support teams and inspect how they handle counsel cannot efficiently connect preparation topics to record evidence.
2. Week 2: prepare index a synthetic record set using authorized or synthetic material.
3. Week 3: share the demonstration through litigation support firms and law practices and seek one bounded paid pilot.
4. Week 4: measure retrieval time and unsupported topic references, review delivery effort and ask for a repeat purchase. This is a validation schedule, not a promise that the full product can be built in thirty days.

Paid pilot

Agree the acceptance criteria, input limits and reviewer responsibilities before starting. Run index a synthetic record set and deliver counsel-controlled preparation index. Compare retrieval time and unsupported topic references with the buyer's current process on comparable cases; include corrections, missed issues and reviewer time. Seek payment and repeat use. Stop or revise the scope if data access, accuracy or unit economics fail.

Success metrics

Retrieval time and unsupported topic references

Retention and expansion

Build repeat use around counsel-controlled preparation index. Save approved configurations and review decisions with permission, revisit unresolved exceptions and show progress on retrieval time and unsupported topic references. Offer a recurring volume allowance after repeat demand; expand to adjacent tasks only when the buyer asks and delivery quality remains acceptable.

Why clients would pick it

A useful niche taxonomy, customer-approved mappings and accumulated correction history that improve retrieval and reduce repeated cleanup. For this concept, accumulate permissioned examples and reviewer corrections around organize record references without scripting testimony. The durable asset is reliable task-specific execution and trusted customer configuration, not access to a general-purpose AI model.

Alternatives and positioning

Spreadsheets, shared folders, existing asset or information management systems and manual data cleanup. Position this concept around organize record references without scripting testimony. Compare it against the customer's current process on the same representative task. This is proposed differentiation; no exhaustive competitor study or uniqueness claim has been established.

Main delivery costs

Import cleanup, extraction, storage, indexing, steward review, duplicate investigation and recurring source updates. Initial validation additionally budgets for litigation professional review. Track model usage, storage, reviewer minutes, exception handling and customer support per accepted deliverable.