# Amdahl: search and evals for GTM agents

Canonical: https://thelazyweb.com/companies/amdahl/
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Author: Ali Abouelatta (https://thelazyweb.com/authors/ali-abouelatta/)
Published: 2026-09-19
Updated: 2026-09-19
Research type: Company profile
Method: Company and accelerator sources checked 2026-09-19. Product claims are attributed to their sources; this is research, not a hands-on product trial.

Amdahl is search and evaluation infrastructure for GTM agents. It fits revenue teams that want AI to use their own deal, call and CRM context—and want the output to come back with citations and a way to grade whether it was useful.

## What it does

The product has two clear surfaces. [The Amdahl pricing page](https://www.amdahl.ai/pricing) describes Sentiment Signals as an API that turns buyer conversations and CRM data into an enriched, indexed corpus that agents can query. Its Evals API grades GTM output against won, lost and stalled deals. Amdahl says MCP is included at the same usage rates, self-hosting is available per deployment, monthly spending caps are supported, and annual pricing can hold the rate.

## Why I’d look closer

The public pricing page is unusually concrete: [Sentiment Signals starts at $0.017 per run and Evals at $0.34 per run](https://www.amdahl.ai/pricing). That makes the first model easy to reason about. The harder question is what a “run” covers, how enrichment is maintained, and how the score relates to

[Amdahl: search and evals for GTM agents](<https://www.thelazyweb.com/companies/amdahl/>)

Source observed: 2026-09-20T02:21:46.435Z. Last checked: 2026-10-08T01:57:05.605+00:00.

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