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How Hamming AI uses Orange Slice

AI testing · July 2026 to September 2026

lookups run
4,637lookups run
sheets built
11sheets built
rows in those sheets
2,173rows in those sheets
people in the workspace
3people in the workspace

The company

Hamming AI tests and monitors voice and chat agents.

From hamming.ai

The problem

It needed leads scored against its ICP, with a first message ready.

What they built

Lead sheets with an ICP score, tier and reason, and a drafted message. About four in ten lookups came through the API. It connected HubSpot and Gmail.

Find
people at each company, from LinkedIn, web search
Enrich
work emails and phones, LinkedIn profiles, LinkedIn company pages, website reads, AI research and scoring
Connected
Gmail, HubSpot

The result

  • 4,637 lookups from 6 July 2026 to 8 September 2026.
  • None in the last 30 days.
  • 11 sheets built, holding 2,173 rows and 57 columns.
  • 43% of all lookups came through the API, from Hamming AI's own code.

Of their last 3,000 lookups: 66% API calls, 32% LinkedIn matches, 2% AI research and scoring.

Numbers are counts from Hamming AI's Orange Slice workspace on 25 October 2026.

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