How Vinge AI Works
Go from blind guessing to total clarity in minutes.
1. Install the SDK
Add 2 lines of code to your Python or TypeScript agent. We automatically capture traces, prompts, and outputs.
2. Watch Replays
See exactly what your users saw. Replay conversations step-by-step to understand context and debug errors.
3. Improve Performance
Identify slow responses, high costs, or bad answers. Use our analytics to iterate on your prompts with confidence.
See inside the
Black Box.
Don't guess why your agent failed. Drill down into every chain, tool call, and retrieval step. Visualize latency waterfalls and inspect raw JSON payloads in real-time.
Why you need a dedicated platform
Raw models provides intelligence. We provide the control.
| Capabilities | Vinge AI | Claude | Gemini |
|---|---|---|---|
| Full Session Replay | |||
| Cost Observability | |||
| Team Collaboration | Limited | Limited | |
| Prompt Versioning | Limited | Limited | |
| PII/Data Masking | |||
| Custom Eval Metrics |
Everything you need to build reliable AI.
We provide the tooling layer so you can focus on building the best agents.
Session Replay
Watch exactly how your AI agents interact with users. Replay conversations step-by-step to identify drop-off points.
10x Faster Debugging
Stop parsing raw logs. Use our visual trace explorer to pinpoint latency bottlenecks and error spikes instantly.
Compliance Guardrails
Automatically flag and block PII leaks, toxic responses, and hallucinations before they reach your users.
Cost Observability
Track token usage and costs across all your models. Set budgets and alerts to prevent unexpected overage.
Version Comparison
A/B test prompts and model versions side-by-side. Measure impact on quality and latency with statistical significance.
SDK Integration
Drop-in SDKs for Python and TypeScript. Integrate with LangChain, Vercel AI SDK, and OpenAI with just 2 lines of code.