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AI Cell Enrichment Workflow API

AI Cell Enrichment Workflow API

by blagoysimandoff·Jun 14, 2026·1 point·0 comments
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AI Analysis

●●SolidSolve My ProblemSlick

Cited cell enrichment with conflict resolution, but Clay and Browse.ai already own this space.

Strengths
  • •Per-cell pricing instead of seat licenses removes barrier to trial and occasional use.
  • •Open source with self-host option lets you use your own API keys and control costs.
  • •Conflict resolution across multiple sources is a genuinely useful differentiator.
Weaknesses
  • •AI spreadsheet enrichment is crowded with Clay, Browse.ai, and Bardeen already established.
  • •Citation features are becoming table stakes, not a meaningful differentiator anymore.
Category
AI/ML
Target Audience

Data analysts, researchers, and developers working with spreadsheet data

Similar To

Clay · Browse.ai · Bardeen

Post Description

Hi HackerNews! I've recently added an API + Docs to ampledata - my AI enrichment platform. Idea is simple. Given a set of rows in a table you can hit ampledata via an api and a workflow will run to enrich the table with columns of your choosing by searching the web and giving you citations + exact sources. You can think of it as a cited bulk enrichment platform.

Ampledata is also OSS so feel free to self host it and use your own api keys. Or if you are just interested in the tech.

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