B2B Outbound Operator — ICP Discovery & Scoring

A founder-led B2B team built ICP discovery and scoring on AnySite's structured company search, instead of stitching together several firmographics vendors.

Problem

A tight outbound ICP is rarely a single industry code or employee range — it's a specific cross-section of company type, size, geography, funding stage, and product positioning. Off-the-shelf sales-tech stacks only expose coarse filters, so teams that need to narrow further end up stitching several vendors with overlapping pricing and partial coverage, then exporting and re-classifying the results on their own side anyway.

Path

A founder-led team built its own pipeline on AnySite's structured company search endpoint plus a few supporting endpoints:

  1. Bulk discovery — a single query returns thousands of ICP-candidate companies, matching keyword phrases across name, description, specialities, and hashtags at once, with structured filters (country, employee range, founded year, active status) applied at the database layer rather than client-side.
  2. Funding enrichment — cross-reference discovered companies against funding-stage data.
  3. ICP scoring — score each company against the team's own rubric with an LLM, rather than inheriting a vendor's fixed categories.
  4. Decision-maker discovery — find senior contacts at the highest-scoring companies and pull their recent posts as a buying-intent signal.
  5. Contact and outreach prep — resolve an email address per qualified contact and generate a personalized opening line anchored to a real post or the company's homepage, then export the result for the team's outreach platform.

Because the discovery endpoint returns full company records, the team owns its own scoring logic end to end instead of adapting to a vendor's schema.

Result

The team runs its entire outbound funnel — discovery, enrichment, scoring, intent detection, personalization, and delivery prep — on one integration, without subscribing to separate firmographics, list-building, enrichment, or delivery vendors.

See also