>machinecontext

For Developers & Brand Owners

The identity layer for AI systems.

Developers: Build AI that never confuses Mercury Bank with Mercury Insurance.
Brand Owners: See how clearly machines understand your brand.

Check Your Brand's Machine Readability

Enter your domain to see how clearly AI systems can identify and understand your brand from the public web.

Try: stripe.com, vercel.com, linear.app

For Developers

Four endpoints. Zero ambiguity.

Resolve

Noisy inputs → canonical entity. "Mercury", "mercury bank", "mercuryfi" all collapse to mercury.com.

/v1/resolve

Search

Find companies by semantic intent. "AI code review tools" → Codium, Qodo, Sourcery. Grounded in what companies say about themselves.

/v1/search

Similar

Find competitors and alternatives. "Companies like Stripe" → Adyen, Square, Checkout.com. Based on actual positioning, not taxonomies.

/v1/similar
{ }

Enrich

Get verified brand objects: canonical domain, legal name, aliases, confidence score, freshness, and source attribution.

/v1/brand/:id
100%
Deterministic responses
<500ms
Resolve latency
Always
Explainable

Stop guessing. Start resolving.

If your AI touches real companies, this layer is inevitable.

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