Transparent partner matching and referral workbench

Reduce manual partner research while keeping every match explainable and human-approved. For business development teams and founders managing partner and referral relationships, convert company profile, target criteria, past partner outcomes and referral history into a reviewed shortlist of complementary partners with activation plans and attributed revenue. The benefit is a testable hypothesis, measured through qualified partner conversations per week and attributed partner-sourced revenue; do not assume that AI output alone produces business value.

Confirm the buyer's problem and scope, collect company profile, target criteria, past partner outcomes and referral history, then follow this sequence: 1. Build a company and offer profile. 2. Discover candidate partners from permitted sources. 3. Match partners on complementary criteria. 4. Score and rank partners for prioritization. 5. Show the reasoning behind each recommendation. 6. Draft and queue outreach for human approval. Resolve uncertain cases with qualified reviewers, approve reviewed shortlist of complementary partners with activation plans and attributed revenue, and measure qualified partner conversations per week and attributed partner-sourced revenue against a documented baseline.

How the AI works

Use AI to interpret permitted inputs, suggest structured mappings and generate candidate outputs for the three stated task modules. Use deterministic code for arithmetic, schema validation, hard constraints and reproducible tests. Review source-linked explanations and uncertainty before accepting results. One approved data source set and outreach limits; final partner commitments and commercial terms remain human. A model suggestion is never a verified fact, professional decision or authorization to act.

Safeguards

Preserve partner consent, source attribution, contact accuracy and outreach permissions. Humans approve substantive outreach and commercial terms. One approved data source set and outreach limits; final partner commitments and commercial terms remain human. Keep all consequential actions under authorized human control and do not fabricate missing inputs, permissions, professional judgments or market evidence.

What to build first

Pilot scope: One approved data source set and outreach limits; final partner commitments and commercial terms remain human. Implement one approved input format, a bounded representative case set and the first two task modules: build a company and offer profile; discover candidate partners from permitted sources. Support the third module with operator review: match partners on complementary criteria. Include source references, corrections, basic organization access, approval states, export and value measurement. Use managed operator assistance for unresolved exceptions. The cost estimate covers this narrow prototype, not unrestricted multi-tenant scale, complex production integrations, specialist certification or physical operations.

What it can connect to

CRM, email and calendar, partner directories and permitted contact data sources. Cloud storage, deal pipeline export and referral link destinations. Start with file exchange and validate destination specifications before promising direct CRM sync. Start with authorized file exchange. Validate current provider access, usage rights and schema behavior before promising a connector.

The screens in detail

Primary screens: Company and offer profile, Partner shortlist and reasoning, Referral and deal pipeline. Use a card list for candidate partners, a detail panel showing match factors and score breakdown, and a pipeline view for outreach, qualification and referral states. Let users compare partners side by side. Display suggested, contacted, qualified, active and declined states. Provide a shared referral link with comments anchored to the relevant partner record. Make the task-specific outcome reviewed shortlist of complementary partners with activation plans and attributed revenue visible beside its evidence, review state and value baseline.