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AI Engineering

Instant access to every model, and everything you need to run it in production

Every provider has its own SDK, request shape, and rate limits. Concentrate puts them behind one API, with automatic failover so your uptime isn't capped by one provider, and spend tracked across all of them.

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Developer setup

Create an API key, route to any model, and swap your base URL.

First request

Minutes

Endpoint

/v1/responses

Models

120+

01

Key

support-prod

Scoped Universal API key for one app.

02

Model

gpt-5.5

Swap in another model without changing the app flow.

03

Log

200 OK

Request status, tokens, and cost in one row.

New capabilities

What your team gains with Concentrate

01

One key and endpoint

Skip separate provider setup for every app, agent, and experiment.

02

Model switching

Try GPT-5.5, Claude Opus 4.8, Gemini 3.1, Qwen, DeepSeek, and more.

03

Logs when it breaks

See status, latency, provider, tokens, and cost for each request.

Where it fits

For builders who need model choice without another integration project

AI engineers care about the first request, the failure case, and whether a model swap turns into a week of SDK work.

Drop-in request path

Use the Responses API shape, pass a model name, and keep your app code focused on the product workflow.

Retries and fallbacks

Handle provider errors and route changes in one place instead of scattering retry logic across apps.

Coding tools

Use Cursor, Claude Code, Cline, OpenCode, and app code through the same managed model path.

Debuggable traffic

Inspect status, latency, tokens, provider, model, key, and cost when a request fails or gets expensive.

AI Engineering basics

Frequently asked questions

Can AI engineers keep their existing SDK patterns?
Usually yes. Start by changing the API key, base URL, and model name for a low-risk endpoint. Keep the prompt construction and response parsing in your app, then test streaming, tool calls, and JSON output for workloads that depend on provider-specific behavior.
What is the safest way to test a new model?
Replay a saved prompt set through the current route and the candidate model route. Compare output quality, response shape, latency, token count, error behavior, and cost before moving live traffic.
What should we move out of feature code first?
Move provider routing, fallback branches, request logs, and spend limits first. Product-specific decisions such as user permissions, prompt assembly, and response handling should stay in the app.
CONCENTRATE

One API for every major LLM provider — routing, spend, logs, and controls in one place.

New York

130 E 59th St, 17th floor

New York, NY 10022

Wilmington

1201 N. Market Street, Suite 200

Wilmington, DE 19801

LLM Gateway
  • LLM Gateway
  • Request Routing
  • Usage Monitoring
  • Spend Management
  • Data Security
  • Access Controls
Teams
  • AI Engineering
  • Engineering Leadership
  • Finance & Operations
  • Security & Compliance
Integrations
  • All Integrations
  • Migration Guides
Platform
  • Pricing
  • Model Fortress
  • Enterprise
  • Documentation
  • Status
Legal
  • Privacy Policy
  • Terms of Service
  • Data Processing Addendum
  • Acceptable Use Policy
Features
  • Universal API Keys
  • Spend Tracking
  • Token Allocation
  • Usage Analytics
  • Request Logs
  • Alerts
  • Data Redaction
  • Zero Data Retention
  • Audit Logs

LLM Gateway

  • LLM Gateway
  • Request Routing
  • Usage Monitoring
  • Spend Management
  • Data Security
  • Access Controls

Teams

  • AI Engineering
  • Engineering Leadership
  • Finance & Operations
  • Security & Compliance

Integrations

  • All Integrations
  • Migration Guides

Platform

  • Pricing
  • Model Fortress
  • Enterprise
  • Documentation
  • Status

Legal

  • Privacy Policy
  • Terms of Service
  • Data Processing Addendum
  • Acceptable Use Policy

Features

  • Universal API Keys
  • Spend Tracking
  • Token Allocation
  • Usage Analytics
  • Request Logs
  • Alerts
  • Data Redaction
  • Zero Data Retention
  • Audit Logs

Offices

New York

130 E 59th St, 17th floor

New York, NY 10022

Wilmington

1201 N. Market Street, Suite 200

Wilmington, DE 19801

© 2026 Concentrate AI. All rights reserved.

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