Live · Cohesor AI Gateway

Control Plane for AI Agents

Route, optimize, govern, and secure AI agents while cutting costs by 60–90%.

See every use case
One endpoint ·
every major model →
GPT-5CLAUDE OPUS 4.6GEMINI 2.5 PROLLAMA 4 405BCLAUDE SONNET 4.6MISTRAL LARGENEMOTRON 70BDEEPSEEK V3QWEN3GROQ LLAMA-70B
The pipeline

Anatomy of a request.

Every call your agents make crosses the same five checkpoints before it ever reaches a model — in about 41 ms.

INGRESS

Ingress — one endpoint, every SDK

Point your agents at a single URL. Cohesor speaks the Anthropic and OpenAI protocols natively — Claude Code, Codex, opencode and any SDK drop in with a one-line change, no rewrites.

POST https://api.cohesor.com/v1/messages
# drop-in · zero code change
POLICY

Policy — verified before a token moves

Gateway keys, team scopes, rate limits and budget guards run at the edge in under a millisecond. Bad requests die here — not on your invoice.

sk-coh-… ✓team:acme ✓budget 80% ⚠
COMPRESS

Compress — same meaning, fewer tokens

The gateway shrinks prompts and tool output losslessly before they're billed. Context stays intact; your token bill doesn't.

raw prompt4,096 tok
after compression1,925 tok · −53%
ROUTE

Route — the right model, every time

A lightweight complexity classifier scores each prompt and routes it to the right-sized model — strong for hard problems, economy for the rest.

claude-opus-4.6890ms · $15.00
gpt-5640ms · $12.00
llama-70b · groq92ms · $0.40 ← routed
OBSERVE

Observe — every token accounted for

Full traces, per-user spend, LLM routing, tool usage, and audit logs in a dashboard.

trace #8842 · 41ms · $0.0031 · quality 96.2
Spend Management

Spend management for the team.

Track team and user spend, set caps before costs run over.

$
by user and api key

Know exactly who spent what. Down to the user.

Real-time attribution per user, team and API key. Budgets with hard caps, showback reports to Slack, and a bill your finance team will actually understand.

  • Per-user & per-team attribution, live
  • Budget caps that actually stop requests
  • Weekly showback digests → #finops
Explore spend
Spend by user · Aug 2026 LIVE
User Requests Tokens Spend Budget
ARAna Ribeirogrowth 12,481 48.2M $142.80
48% of $300
MCMarcus Chensupport 9,032 31.7M $96.10
32% of $300
PNPriya Natarajanengineering 22,910 92.4M $277.20
92% · cap warning sent
TATomás Alvarezsales 4,118 12.9M $41.30
14% of $300
Smart router

Smart routing for every AI request.

Balance quality, latency, and cost with dynamic routing that automatically sends each request to the optimal model.

ROUTING PLANE OBJECTIVE: QUALITY
your agents
2,148 REQ/S
Cohesor
MODE: QUALITY
SCORING 4 LANES
claude-opus-4.6
$15.00/1M · 890ms · q.97
gpt-5
$12.00/1M · 640ms · q.96
gemini-2.5-pro
$5.00/1M · 480ms · q.94
llama-70b · groq
$0.40/1M · 92ms · q.87

SET THE OBJECTIVE

LIVE TRAFFIC SPLIT

DECISION LOG

Token compression

Token compression built for agents.

Cohesor intelligently compresses prompts, conversations, and tool outputs into fewer tokens without losing context — cutting input tokens by about half on average.

INPUT847 tokens
COMPRESS
OUTPUT398 tokens
SAVED THIS REQUEST · −449 tokens · 53.0% $0.0066 · sem-sim 0.97
  • 01
    Stale-read supersession

    Older copies of a re-read file are dropped; the newest read stays verbatim.

    −18%
  • 02
    Context compaction

    Stale turns and dead tool output folded out losslessly.

    −22%
  • 03
    Semantic dedup

    Near-identical spans collapsed above a 0.97 similarity floor.

    −9%
  • 04
    Structural rewrite

    Whitespace, JSON and markup normalised to a dense form.

    −4%
MCP gateway

One front door for MCP management.

Connect GitHub, Gmail, Google Drive and Google Calendar — anything MCP. Cohesor exposes one audited endpoint at api.cohesor.com/mcp and handles auth, scopes and credentials.

support-agent
ops-agent
data-agent
MCP GATEWAY
Ggithub
Mgmail
Ddrive
Ccalendar

Credential vault

OAuth tokens and API keys live in the vault — never in prompts, never in logs, never in your agents' context windows.

Per-agent tool scopes

The support agent gets gmail:read. The ops agent gets repo:write. Enforced at the wire.

Every tool call, traced

Each invocation is logged with arguments, latency and cost, stitched into the parent request trace. Replay any agent decision.

spec: MCP 1.0 · auth: OAuth 2.1
The savings engine

Do the math.
What would you save?

Compression, caching and routing compound on every request. Model it on your own spend — then watch the dashboard beat this number.

YOUR MONTHLY MODEL SPEND
$120,000
$74.4kback in budget / mo
$892kcompounded / yr
Compression Smart routing You still pay

Modelled on a blended enterprise workload · −31% compression · −35% routing. Your mix may vary.

One endpoint

Put every model behind one front door.

Swap one base URL and keep your SDK. Claude Code, Codex, opencode and every Anthropic/OpenAI client speak Cohesor with a single line of config.

Point Claude Code at Cohesor
export ANTHROPIC_BASE_URL="https://api.cohesor.com"
export ANTHROPIC_AUTH_TOKEN="sk-coh-…"
Get started Read the docs
Architecture

Four modules. One membrane between your agents and the model layer.

Every request transits the same four-stage pipeline — route, compress, govern, broker. The whole path adds about 12 milliseconds at p50, most of it the policy check.

AGENTS · 12 live
COHESOR GATEWAY
PROVIDERS · 38 routed
claude-code2.1k rpm
codex847 rpm
support-agent5.4k rpm
rag-pipeline312 rpm
research-agent1.8k rpm
batch-etlrate-limited
summarizer942 rpm
ops-agent418 rpm
data-agent2.7k rpm
voice-ivr11k rpm
+ 2 more · 25.6k rpm total
COHESOR · GATEWAY v2.4 · us-east-1 · eu-west-2
01
POLICY
governance layer
CHECKS (live)
rate.limit1 deny
cost.ceil142/s
CHECKS / SEC
142
DENY RATE
0.3%
P50 7.4ms
02
COMPRESS
token reduction
BEFORE → AFTER
847 tokens
↓ 53%
398 tokens
AVG REDUCTION
53%
sem preserve
0.97 cosine
03
ROUTER
smart routing
DECISION MATRIX
ROUTES
47
P50 DECISION
3.2ms
binary · strong/economy
04
MCP
tool gateway
TOOL CALLS (5m)
github.pull847
gmail.search612
drive.read2.1k
calendar.events389
TOOLS
38
CONNECTORS
4
oauth · google + github
openai · gpt-5$1.25/M
anthropic · claude-opus-4.6$15.0/M
anthropic · claude-sonnet-4.6$3.00/M
google · gemini-2.5-pro$1.25/M
meta · llama-4-405b$3.00/M
mistral · large$2.00/M
nvidia · nemotron-70b$0.60/M
groq · llama-70b$0.40/M
fireworks · qwen3$0.90/M
deepseek · v3$0.14/M
+ 28 more · 6 clouds · 14 regions
↔ end-to-end p50 12ms ↓ tokens saved (24h) 847M ◉ policy denials (24h) 1,142 ⟶ mcp tool calls (5m) 5,012

One hop from agent to provider — 42 milliseconds at p50, policy enforced before egress.

The control plane

Complete visibility of your AI usage.

Every request, every dollar, every model — in one dashboard. Spend, savings and quality across the whole team, live.

app.cohesor.com / dashboard production

Dashboard

Requests
0M
▲ 12.4%
Tokens
0B
2.6B in · 1.5B out
Unique Users
0
▲ 9 this week
Avg Compression
0%
▲ 2.4%
Economy Routing
0%
via cheap model
Spend · direct vs Cohesor
DirectCohesor
Model mix · 14 models
llama · groq 35% claude 25% gpt-5 20% other 20%
Time User Model Compression Routing Cost
09:41:02 j.chen llama-70b·groq −58% economy $0.0021
09:41:02 support-bot claude-sonnet-4.6 −54% strong $0.0184
09:41:01 a.patel gpt-5 −41% strong $0.0296
09:41:01 research gemini-2.5-pro −49% strong $0.0132
09:41:00 m.rivera deepseek-v3 −63% economy $0.0009
Deploy

Zero to routed in 90 seconds.

No SDK, no migration. Point an environment variable at Cohesor and your next request is already compressed, routed and logged.

1

Grab a gateway key

Sign up and copy your sk-coh- key — shown once, stored as a hash.

cohesor keys create --name prod
2

Point your agent at the gateway

One base URL for the Anthropic or OpenAI protocol.

export ANTHROPIC_BASE_URL="https://api.cohesor.com"
3

Work — you're routed via Cohesor

Every request is now compressed, routed and audited. Watch it land in your dashboard.

claude "summarise q3 variance"
The bottom line

See the savings.

The same workload, before and after Cohesor. The difference is the spend you keep — not quality you sacrifice.

COHESOR ENABLED ↓ $1.4M $0.4M saved ≈ $1.0M / mo JANFEBMAR APRMAYJUNJUL
Direct spendVia CohesorSaved
$0M

Estimated savings in the first seven months — and the curve keeps widening as traffic grows.

Without Cohesor$8.40 / 1M
Via Cohesor$3.10 / 1M

Blended $/1M tokens across the fleet · net of the $10 / 100K-requests gateway fee.

The platform

The whole control plane.
Not another proxy.

Four systems, one gateway. Point your agents at a single URL and Cohesor handles the rest.

+ +
UNIFIED APIAnthropic · OpenAI · MCP

Swap one line. Keep your SDK.

Claude Code, Codex, opencode, LangChain, raw HTTP — if it speaks the Anthropic or OpenAI protocol, it speaks Cohesor.

# ~/.zshrc
export ANTHROPIC_BASE_URL="https://api.cohesor.com"
export ANTHROPIC_AUTH_TOKEN="sk-coh-your_gateway_key"
+ +
SAVINGSper request

The bill, itemised.

Every request comes with a receipt.

list · claude-opus-4.6$0.0142
− token compression−$0.0054
− smart route → sonnet−$0.0031
you paid$0.0057
SAVED −59.9%
+ +
GOVERNANCEline rate

Policy before egress.

Rate limits and budget caps enforced on every request, in under a millisecond. Bad requests die here, not on your invoice.

SOC 2 · in progressNo training on your data
+ +
PRIVACYprompts not retained

Privacy first.

We don't sell a model. We route to the best one for each request — and never train on your data.

+ +
OBSERVABILITYevery token

Traces & spend, per user and api.

Full request traces, per-team budgets and exportable audit logs — stream to your SIEM in real time.

We don't train on your data.
Your prompts aren't stored. Period.

Your prompts pass through the gateway, get governed, and leave. We keep only usage metadata — tokens, cost, model — never your prompts, and never train on anything. Neutral by design.

Prompts not retained No training on your data Encrypted in transit

Stop overpaying for every agent call.

Connect your first agent in under two minutes. Pay only for what you use, and you keep whatever you save.