Distributor product substitution 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 sales teams use it to solve "salespeople suggest alternatives without complete specification comparisons"?
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 unsupported substitutions and preparation time. Then expand, change course or stop, with evidence instead of opinions.

MVP scope for this solution. Costed pilot: Comparison only; safety-critical suitability requires qualified approval. Start with one buyer organization and a bounded set of representative inputs. Implement the first two modules: extract required attributes; compare catalog options. Support the third task through an assisted review queue: flag missing evidence. Handle the remaining required functions manually until validated. Include input upload, source references, user correction, a reviewer approval step and export of specialist-approved product comparison. 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 specialist-approved product comparison, automate explain tradeoffs; capture specialist approval; export buyer comparison. 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. Comparison only; safety-critical suitability requires qualified approval.

What the build depends on. Document alignment, field provenance, unit normalization, missing-value handling and reviewer correction. Similar-looking documents may contain materially different terms. Obtain representative authorized inputs, an agreed review rubric and a buyer-side owner. Specific scope: Comparison only; safety-critical suitability requires qualified approval.

Pricing to test

Test USD 300-1,500 for one bounded comparison package, then USD 150-600 monthly for recurring volume with review limits. Complex expert interpretation is separately priced. Figures are hypotheses. For this buyer, package the first sale around compare alternatives for ten inquiries and the defined specialist-approved product comparison. Record actual review effort before offering a recurring allowance. The commercial pilot fee is distinct from the platform development budget.

Message to test

Evidence-linked alternatives with explicit compatibility unknowns. Demonstrate the result with compare alternatives for ten inquiries for specialist wholesale sales teams. Use a concrete before-and-after example without promising unmeasured savings.

Where to find buyers

Wholesale associations and distributor consultants

Lead magnet

Compare alternatives for ten inquiries

The first 30 days

1. Week 1: interview five prospective buyers from specialist wholesale sales teams and inspect how they handle salespeople suggest alternatives without complete specification comparisons.
2. Week 2: prepare compare alternatives for ten inquiries using authorized or synthetic material.
3. Week 3: share the demonstration through wholesale associations and distributor consultants and seek one bounded paid pilot.
4. Week 4: measure unsupported substitutions and preparation time, 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 compare alternatives for ten inquiries and deliver specialist-approved product comparison. Compare unsupported substitutions and preparation time 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

Unsupported substitutions and preparation time

Retention and expansion

Build repeat use around specialist-approved product comparison. Save approved configurations and review decisions with permission, revisit unresolved exceptions and show progress on unsupported substitutions and preparation time. 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 niche comparison schema, reviewed extraction examples and clear handling of the differences that matter to a specific buyer. For this concept, accumulate permissioned examples and reviewer corrections around evidence-linked alternatives with explicit compatibility unknowns. The durable asset is reliable task-specific execution and trusted customer configuration, not access to a general-purpose AI model.

Alternatives and positioning

Spreadsheet comparisons, professional reviewers, document diff tools and manual quote or contract review. Position this concept around evidence-linked alternatives with explicit compatibility unknowns. 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 parsing, field alignment, source verification, expert interpretation, clarification rounds and changing document formats. Initial validation additionally budgets for product specialist review. Track model usage, storage, reviewer minutes, exception handling and customer support per accepted deliverable.