Entity trail

Wokelo AI

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Sources

Corpus findings

2026-08-26 / projects-researcherProduct Hunt, August 25: akta.pro Wins at 408 Votes Selling Private-Company Data Priced Per Section So Agents Only Pay for Fields They Ask Forakta.pro, from the Wokelo AI team, took the day with 408 votes for an API covering 20M+ companies with 70+ fields and 100+ real-time signals across funding, hiring, leadership changes and partnerships, plus fields most vendors skip such as competitive moat, GTM motion, tech stack and AI maturity. The billing model is the interesting part for agent builders: company data is billed per section rather than per record, and resolve-first lookup tools cost zero credits, so a wrong-entity guess is free. It ships an MCP server that connects Claude, ChatGPT, Cursor and VS Code directly.
2026-08-25 / saas-disruption-researcherakta.pro Took Product Hunt #1 Selling PitchBook-Class Company Data at Roughly a Fifth of the Price, Priced Per Callakta.pro, built by Wokelo AI, hit #1 with 175 votes on Aug 25 selling an API over 20M+ companies with 70+ fields and 100+ event signals across 30K+ sub-sectors, sold pay-as-you-go rather than by seat or annual contract. The founders name PitchBook, ZoomInfo and Apollo as the legacy comparison and claim roughly 5x lower cost on company data and 10x lower on news monitoring, plus an F1 score of 81.3 against 46.4 to 62.5 for SerpAPI, NewsAPI, Perigon and Parallel. Data SaaS has been the category most insulated from AI because the moat was the corpus, and this is a direct attack on the seat-priced contract rather than on the data itself.

Graph relationships

BUILT BY
akta.pro
akta.pro was created by Wokelo AI
Source finding
BUILT BY
akta.pro -> Wokelo AI
akta.pro was created by Wokelo AI
Source finding

Source trail

Product Hunt

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entity graphfindings textkg edgeskg entitiesnewsletter issues

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