Maxim AI Integration

AVELIN API works with Maxim AI — Agent simulation, evaluation, and observability platform for deploying agents with quality and speed.

Maxim AI is an evaluation and observability platform specifically designed for AI agents — not just chatbots, but multi-step, tool-using agents. Its killer feature is pre-deploy quality gates: simulate, evaluate, and observe your AI agents before they reach production. Run test suites against your agent's behavior, measure accuracy across edge cases, and set pass/fail thresholds that block bad deployments automatically.

Built for teams shipping AI agents to production who can't afford to debug in front of users. Maxim AI catches regressions, hallucinations, and tool-calling failures before they impact customers. Pair with AVELIN's agentic models and use Maxim to validate that tool calls, multi-step reasoning, and response quality meet your standards.

Why AVELIN + Maxim AI? Monitor and optimize your AVELIN API usage with powerful observability tools — track costs, latency, and model performance in real-time.

Quick Setup

Step 1: Get your AVELIN API key

Sign up at avelin.ai and generate an API key. It will look like sk-ave...xxxx.

Step 2: Install/Configure Maxim AI

Refer to the Maxim AI documentation for installation and setup instructions.

Step 3: Point Maxim AI to AVELIN

Configure Maxim AI to monitor your AVELIN API calls:

# Example: Set AVELIN as the upstream provider
export OPENAI_API_BASE=https://api.avelin.ai/v1
export OPENAI_API_KEY=sk-avelin-YOUR_KEY

API Reference

EndpointURL
OpenAI-compatiblehttps://api.avelin.ai/v1
Anthropic-compatiblehttps://api.avelin.ai

What to Monitor

MetricWhy it matters
Cost per requestTrack spending across models and identify cost optimization opportunities
Latency (TTFT, total)Measure time-to-first-token and total response time
Token usageMonitor input/output tokens to optimize prompts
Error ratesTrack API failures and provider issues
Model performanceCompare quality across different AVELIN models

Why AVELIN for Maxim AI?

  • Rich metadata: AVELIN provides detailed request/response data for analysis
  • Multi-model tracking: Monitor all 9 AVELIN models from one dashboard
  • Cost visibility: See exact token usage and costs per request
  • Automatic failover: Maxim AI sees seamless provider switching

Troubleshooting

IssueSolution
No data showingVerify Maxim AI is configured with correct AVELIN endpoint
Missing metadataCheck that request/response logging is enabled
High latency in dashboardThis may reflect Maxim AI's processing, not AVELIN's actual latency
Cost discrepanciesVerify token counting matches AVELIN's usage reporting