NEWManaged model access is live — one Humiris key for every model
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THE ADAPTIVE AI CLOUD

One gateway.
Every model.
Better decisions.

Humiris gives teams one API for frontier and open models, with intelligent routing, secure memory and complete agent governance built in.

Get started Developer guide
$5 free credits No provider key required 0% model markup
LIVE ORCHESTRATION Route healthy
REQUEST
Resolve a customer issuePrivate · tools allowed
Fix the checkout failureRepository · production logs
Book me a hotel in ParisLe Marais · under €220/night
ORCHESTRATE
MODEL LANE
OpenAI
OPENAIGPT-5
96.8%
Anthropic
ANTHROPICClaude
98.2%
Kimi by Moonshot AI
MOONSHOTKimi K2.5
Travel
TOOL LANE
Notion
Notion memoryCustomer context
GitHub
GitHub MCPCode + deployment
Booking.comBooking.com
SkyscannerSkyscanner
ExpediaExpedia
DECISION
GPT-5 + NotionClaude + GitHub MCPKimi + 3 travel tools
Policy passed · route optimized
ROUTE ACROSS
OpenAIAnthropicGeminiLlamaMistralQwenKimiGLMGrokNVIDIA
Unified access1 API

One stable interface for your entire model stack.

Pass-through pricing0%

No markup on catalog model token prices.

Intelligent selectionEvery request

Continuously ranked by your operational goals.

THE HUMIRIS PLATFORM

Your AI stack,
working as one.

Move from model experiments to governed production systems without rebuilding your application around every provider.

Humiris Adaptive inference product visualization01

Adaptive inference

Route every request to the model that best fits your cost, speed, privacy and quality targets.

One OpenAI-compatible API
Humiris Agent Gateway product visualization02

Agent Gateway

Govern models, agents, MCP servers, APIs, tools and protocols from one policy and observability layer.

Identity, policy and protocol traces
Humiris Context memory product visualization03

Context memory

Give models the right memory at the right moment without sending the entire knowledge base.

Less context, better answers
Humiris Mix-tuning product visualization04

Mix-tuning

Create your own adaptive model system and watch how requests move through its neural route.

Visual model orchestration
ONE REQUEST, COORDINATED

The iris between your product and every AI system.

Humiris evaluates each request once, then coordinates the right model, memory, tool and policy path. Your application keeps one stable interface while the infrastructure behind it continuously improves.

01Understand

Classify intent, sensitivity and operational constraints.

02Decide

Select a complete route across models, context and actions.

03Observe

Keep one trace for cost, latency, quality and policy.

A Humiris iris coordinating one AI request across model, tool, memory and API routes
Live route · 4 destinations ready
AGENT GATEWAY

Govern every model, agent, tool and protocol.

Humiris evaluates identity, data, model, budget and permission policy across the full agent route—not only the model call. Apply the same governance to MCP, A2A, REST APIs, tools and multi-agent handoffs.

  • Control model access, data regions and agent identity
  • Validate MCP and A2A schemas before execution
  • Trace every model, agent, tool, API and protocol hop
ModelsAgentsToolsMCPA2AAPIs
Explore Agent Gateway
LIVE GOVERNANCE TRACE ENFORCING
INCOMING ACTIONcustomer.refundAgent · support-eu
PROTOCOLMCPA2ARESTSchema + auth enforced
01
Agent identitysupport-eu is authenticated
Passed
02
Model policyEU models · budget approved
Passed
03
Data boundarySensitive fields stay in EU
Passed
04
ProtocolMCP + A2A schema verified
Passed
05
Tool scopeCRM read · refund write
Passed
GOVERNANCE DECISIONAllowed · scoped agent route
38 ms
ROUTE
ModelEU frontier
Agentsupport-eu
MCPCRM read
ToolRefund
APIBilling
humiris.tsTypeScript
01import OpenAI from "openai";
02
03const humiris = new OpenAI({
04 apiKey: process.env.HUMIRIS_API_KEY,
05 baseURL: "https://api.humiris.ai/api/v1",
06});
07
08const response = await humiris.chat.completions.create({
09 model: "humiris/auto",
10 messages: [{ role: "user", content: prompt }],
11});
DEVELOPER FIRST

Change the base URL.
Keep building.

Use the OpenAI SDK you already know. Humiris adds managed credentials, metering, routing and observability behind it.

Developer hub Create an API key
FROM THE HUMIRIS JOURNAL

What we are learning
while building.

View all field notes
01Routing

Adaptive routing without model lock-in

Why production AI needs a decision layer between your application and an increasingly fragmented model market.

02Gateway

An agent gateway has to govern more than models

Agents call tools, APIs and MCP servers. The control plane must understand every action, not only inference.

03Memory

Better memory can mean fewer tokens

A practical memory layer is not a bigger prompt. It is a smaller, more relevant context assembled for the task at hand.

BUILD ON HUMIRIS

Make every AI request
a better decision.

Start with free credits. Connect your own providers whenever you need complete account control.

Get started Talk to us