Distributor catalog question desk

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 specialist wholesale teams use it to solve "catalog questions cannot be answered from scattered specifications"?
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 unverified catalog answers; reviewer correction minutes; buyer acceptance and repeat purchase. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Costed pilot: One organization, one defined input format and one representative pilot batch using approved catalog facts and technical guides. Professional judgment, physical inspections, live external actions and production certification remain outside this prototype. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: retrieve matching attributes; flag unknown specifications. Support the third task through an assisted review queue: draft specialist queries. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of reviewed catalog answer brief. 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 reviewed catalog answer brief, automate link proposed outputs to original source records; capture reviewer corrections and approval; export a versioned reviewed catalog answer brief. 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. One organization, one defined input format and one representative pilot batch using approved catalog facts and technical guides. Professional judgment, physical inspections, live external actions and production certification remain outside this prototype.

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. Obtain representative authorized inputs, an agreed review rubric and a buyer-side owner. Specific scope: One organization, one defined input format and one representative pilot batch using approved catalog facts and technical guides. Professional judgment, physical inspections, live external actions and production certification remain outside this prototype.

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. For this buyer, package the first sale around prepare a sample reviewed catalog answer brief from a small authorized set of approved catalog facts and technical guides and the defined reviewed catalog answer brief. Record actual review effort before offering a recurring allowance. The commercial pilot fee is distinct from the platform development budget.

Message to test

Source-linked answers without invented compatibility. Demonstrate the result with prepare a sample reviewed catalog answer brief from a small authorized set of approved catalog facts and technical guides for specialist wholesale teams. Use a concrete before-and-after example without promising unmeasured savings.

Where to find buyers

Revenue operations communities and sales enablement partners

Lead magnet

Prepare a sample reviewed catalog answer brief from a small authorized set of approved catalog facts and technical guides

The first 30 days

1. Week 1: interview five prospective buyers from specialist wholesale teams and inspect how they handle catalog questions cannot be answered from scattered specifications.
2. Week 2: prepare prepare a sample reviewed catalog answer brief from a small authorized set of approved catalog facts and technical guides using authorized or synthetic material.
3. Week 3: share the demonstration through revenue operations communities and sales enablement partners and seek one bounded paid pilot.
4. Week 4: measure unverified catalog answers; reviewer correction minutes; buyer acceptance and repeat purchase, 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 prepare a sample reviewed catalog answer brief from a small authorized set of approved catalog facts and technical guides and deliver reviewed catalog answer brief. Compare unverified catalog answers; reviewer correction minutes; buyer acceptance and repeat purchase 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

Unverified catalog answers; reviewer correction minutes; buyer acceptance and repeat purchase

Retention and expansion

Build repeat use around reviewed catalog answer brief. Save approved configurations and review decisions with permission, revisit unresolved exceptions and show progress on unverified catalog answers; reviewer correction minutes; buyer acceptance and repeat purchase. 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 maintained domain knowledge collection, realistic evaluation questions, useful escalation paths and integrations in the customer’s daily work. For this concept, accumulate permissioned examples and reviewer corrections around source-linked answers without invented compatibility. The durable asset is reliable task-specific execution and trusted customer configuration, not access to a general-purpose AI model.

Alternatives and positioning

Manual search, static FAQs, general chat tools and support or intranet suites. Position this concept around source-linked answers without invented compatibility. 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

Document ingestion, retrieval and generation, source maintenance, support, evaluation and staff time handling unresolved cases. Initial validation additionally budgets for representative sample preparation, interviews with specialist wholesale teams, and buyer-side review of reviewed catalog answer brief. Track model usage, storage, reviewer minutes, exception handling and customer support per accepted deliverable.