Reasoning infrastructure · Series B

Intelligence that lives behind glass.

Halcyon routes every prompt through a live mesh of models, tools and memory — then shows you exactly what it did. One control plane for production AI, with the audit trail your security team keeps asking for.

41ms
median router overhead
99.98%
fleet uptime, trailing 90d
6.2B
tokens routed daily
halcyon · route inspector
plandecompose task → 4 sub-goals
toolsvector search · sql · web fetch
verifyclaim-level fact check, 2 passes
memoryworkspace context restored

The platform

Three layers. Zero guesswork.

Most teams stitch prompts, retries and logging together with duct tape. Halcyon ships the whole stack as one observable system — so “it worked in the demo” stops being your release strategy.

Adaptive routing

Every request is scored for complexity, cost ceiling and latency budget, then dispatched to the cheapest model that can actually finish the job. Fallback chains are declared, not hoped for.

Trace-native observability

Replay any production answer token by token: which tools fired, what memory was read, which claim failed verification. Export the trace as evidence when compliance asks.

Policy guardrails

PII redaction, prompt-injection filters and spend caps run in the data path — not in a wiki page. Violations block the call and file a ticket in the same millisecond.

Architecture

Depth you can actually inspect.

Requests don’t disappear into a black box — they move through visible layers, each one instrumented. Scroll and watch the stack separate: this is the same view your on-call engineer gets at 3am.

Layer 03 · verify

Answer synthesis & claims check

Claims verified1,284
Hallucination caught17
Pass rate98.7%

Layer 02 · act

Tool execution plane

Tools invoked12 / min
Median tool latency212ms

Layer 01 · plan

Intent & budget planner

Cost ceiling$0.012

Customers

Teams that stopped guessing.

“We cut model spend 38% in six weeks and, for the first time, could answer ‘why did the agent do that?’ with a link instead of a shrug.”

Priya Raghavan · VP Engineering, Northwind Health Systems

38%

average reduction in inference spend within one quarter

4.1×

faster incident triage with full route replay

0

unaudited model calls across the entire fleet

Free tier · 250k routed tokens / month

Put your AI behind glass. Keep every receipt.

Start on the free tier, wire up one route, and see your first full trace in under ten minutes. No sales call required until you want one.

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