For developers

Drop-in inference, 3–5× cheaper.

Access open models through the pool with a standard OpenAI-compatible API. No AWS account, no IAM, no contracts — just a key and credits.

bash
# Drop-in replacement for any OpenAI-compatible client
export OPENAI_BASE_URL="https://api.providers.policate.marcllort.com/v1"
export OPENAI_API_KEY="pool_live_xxxxx"

curl "$OPENAI_BASE_URL/chat/completions" \
  -H "Authorization: Bearer $OPENAI_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "qwen2.5-coder-32b",
    "messages": [{"role": "user", "content": "Write tests for this"}]
  }'
The developer loop

From signup to first token in a minute.

No infrastructure to provision. The pool does the routing, retries, and accounting.

  1. Step 1Stripe · from $20

    Add credits

    Top up with Stripe. Usage is metered per token with budget-safe limits, so a runaway loop can never blow past your balance.
  2. Step 2drop-in base URL

    Point your client

    Set OPENAI_BASE_URL and a pool_live_ key. Any OpenAI SDK, Pi, or the policate CLI works unchanged.
  3. Step 3trust · retries · fallback

    Route by quality

    The pool matches each request to the highest-trust provider that fits your model, region, and price — with automatic retries and fallback if one degrades.
  4. Step 4no contracts

    Spend less

    Pay transparent per-token pricing from $0.30–$1.80 / 1M. No committed spend, no cloud contracts, no idle-capacity tax.
Quality routing

Cheaper doesn’t mean flakier.

The marketplace routes for reliability first — trust scores, retries, fallback, and health checks are all built in behind the single API.

Trust-scored routing

Each request goes to the highest-trust provider matching your model and region. Trust reflects live quality spot-checks, not vendor claims.

Retries & fallback

If a provider errors or times out, the pool retries transparently and falls back — including to Policate’s own Bedrock connection at pool prices.

Health-aware

Degraded or slow providers are pulled from routing automatically, so your p95 stays predictable even as the pool churns.

Pricing

Transparent tokens, not cloud contracts.

Providers set price floors; you always see the live rate. Pay only for the tokens you use — metered to the request, billed through Stripe.

  • $0.30–$1.80 / 1M tokens across models
  • No committed spend or seat licensing
  • Budget caps enforced per key, in real time
Live pool pricinglive
Estimate

See what you'd spend.

Drag the slider to your monthly token volume. The pool cost is a blended estimate across models — you always pay the live per-model rate at request time.

Estimate your spend
Pool pricing vs typical managed cloud
50M tokens
Pool cost / mo
$45.00
Typical cloud / mo
$200.00
You save / mo
$155.00
~78% lower than typical cloud list pricing

Estimate only. Assumes a blended pool rate of $0.90/1M tokens (models range $0.30–$1.80/1M) versus $4.00/1M typical managed cloud list price. You always see the live per-model rate before you send a request.

Pool vs cloud

Transparent tokens beat opaque contracts.

No committed spend, no idle-capacity tax, no procurement — just per-token pricing and quality-scored routing.

Policate Pool
Marketplace inference
recommended
Pricing
Transparent $0.30–$1.80 / 1M tokens
Commitment
None — pay per token used
Routing
Quality-scored across providers
Onboarding
One base URL + a pool_live key
Reliability
Retries, fallback, health-aware
Idle cost
None — you never pay for idle
Cloud contracts
Enterprise agreements
Pricing
Opaque, negotiated per contract
Commitment
Annual committed spend / minimums
Routing
Single region, single vendor
Onboarding
Cloud account, IAM, procurement
Reliability
Best-effort within one provider
Idle cost
Reserved capacity billed 24/7
FAQ

Developer questions, answered.

Yes. Set OPENAI_BASE_URL to https://api.providers.policate.marcllort.com/v1 and use a pool_live_ key. Any OpenAI SDK, the policate CLI, or your own tooling calls /v1/chat/completions unchanged — streaming supported.

For developers

Point your client at the pool. Start saving today.

$20 in credits gets you started. Swap one environment variable and every OpenAI-compatible tool routes through the marketplace.