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Onairos SDK– Unified Context API, unlocking cross platform user history

Onairos SDK– Unified Context API, unlocking cross platform user history

by BlasianHokage·Feb 19, 2026·2 points·1 comment

AI Analysis

MidBold BetSlickBig Brain
The Take

They sell one-call access to a consented cross-platform persona — ChatGPT conversations, YouTube, Gmail and the like — plus a <1-minute setup pitch that reads great on a landing page. That's an appealing UX for product teams, but the core challenge isn't SDK ergonomics: it's sourcing, normalizing and legally ingesting other platforms' data and proving privacy guarantees. Pretty visuals and clever 'digital wallet' framing are strong; show me the connectors, retention model, and consent audit trail and this stops sounding like marketing.

Target Audience

Frontend and mobile app developers building consumer apps (dating, wellness, social), product teams obsessed with personalization and privacy

Post Description

Hey HN, your app is blind to most user context: Google sees search/email, Instagram the social graph, ChatGPT sees conversations—but no single unified view of a user and their preferences exists.

We're releasing the Onairos SDK to fix that: a lightweight API for devs to access consented, cross-platform behavioral history in one call, powering per-user AI models for apps like wellness or dating.

Key features: - Setup in under 10 mins, so your app can be 100x more personalized today - Instant cross-platform user preferences/context (e.g., from ChatGPT, Grok, Youtube, Gmail and more. Pretty much any valuable user data source) - Superior user profiles, which beat nearly all LLMs at sentiment analysis - More signal than any single platform, even big tech companies

We know OpenAI, Google etc launch products that kill startups every week. They have superior data, bigger resources and talent. The only way to beat them is with vertical hedges, superior UX or superior data. I would love to help you with the latter yesterday.

Docs & quick setup: https://docs.onairos.io Learn more: https://onairos.io

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