Research document search

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 laboratory managers with growing internal archives use it to solve "useful findings and protocols are hard to retrieve"?
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. Restrict the assistant to one collection and test answered, ambiguous and unanswerable questions.
4. Measure, then decide. Track relevant retrieval and permission correctness. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Begin with laboratory managers with growing internal archives and one recurring use case. Build the first two modules: index permitted documents; filter projects. Provide operator assistance for the third module: retrieve exact passages. Deliver source-linked research search results 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. After paid pilots establish value, automate the remaining modules: preserve version context; flag conflicting findings; export citations. 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.

What the build depends on. Permission-filtered retrieval, document versioning, a question evaluation set, staff handoff and a source update process. Reliability depends on source quality and scope.

Pricing to test

Test USD 500-2,000 setup plus USD 150-600 monthly for one defined source collection and usage allowance. Price multi-location deployments and specialist support separately. Validate willingness to pay; these are hypotheses.

Message to test

Research document search for laboratory managers with growing internal archives. Project-aware permissions and document provenance for internal research. Demonstrate the claim through a cited search demonstration on approved lab documents.

Where to find buyers

Research IT consultants

Lead magnet

A cited search demonstration on approved lab documents

The first 30 days

1. Week 1: interview five prospective buyers in this segment: laboratory managers with growing internal archives. Ask to see a recent example of the problem and their current process.
2. Week 2: prepare this demonstration using authorized or synthetic material: a cited search demonstration on approved lab documents.
3. Week 3: present it through research IT consultants and seek one narrowly scoped paid pilot.
4. Week 4: review relevant retrieval, permission correctness, total delivery effort and a concrete renewal decision before increasing scope.

Paid pilot

Restrict the assistant to one collection and test answered, ambiguous and unanswerable questions. Run supervised use before wider rollout. Measure correctness, escalation quality and staff effort. For this solution, use authorized research documents and project permissions and evaluate source-linked research search results. Agree success thresholds with the buyer before starting; collect a baseline for relevant retrieval, permission correctness. A positive signal is payment and repeat use with acceptable quality and delivery cost, not a favorable demo reaction alone.

Success metrics

Relevant retrieval, permission correctness

Retention and expansion

Review unanswered questions and source freshness monthly. Expand to another source collection or team only after the existing assistant meets its agreed accuracy and handoff criteria.

Why clients would pick it

A maintained domain knowledge collection, realistic evaluation questions, useful escalation paths and integrations in the customer’s daily work. For this solution, build around project-aware permissions and document provenance for internal research. This advantage requires execution and accumulated customer trust; the base model alone is not a defensible asset.

Alternatives and positioning

Manual search, static FAQs, general chat tools and support or intranet suites. Differentiate on this specific proposed advantage: project-aware permissions and document provenance for internal research. Test it against the buyer's current method on the same task. Competitor coverage and uniqueness have not been established.

Main delivery costs

Document ingestion, retrieval and generation, source maintenance, support, evaluation and staff time handling unresolved cases.