Ship AI with confidence

Observability and Quality Control for AI workflows. See every step, measure quality and cost, catch regressions before release.

Test & trace every step
Control costs in real-time
Deploy with one command
Framework-agnostic approach

Acceptance Tests

75%Pass Rate
Test Case
Version 1Active
Version 2
#1Hi! I'd like to request a refund for my recent order #4521. The product arrived damaged.
5
1.2s$0.04
5
1.1s$0.04
#2Does the Premium plan include API access? What's the rate limit?
4
0.9s$0.03
5
0.8s$0.03
#3I need to transfer my company data to a new account, update billing info, and migrate 3 team members. Can you help?
Regression
3
2.4s$0.06
4
1.9s$0.06
#4Why was I charged twice this month? I see two $49 charges on my statement.
5
1.0s$0.04
Quality & Testing

Test before you ship

You define criteria (accuracy, completeness, style, safety), run acceptance tests on example sets, and see tracing: which tools were called and why the agent made that decision. A/B experiments compare versions by metrics, product and business analytics show how responses affect NPS and conversion. Graph configurations are versioned, so quality doesn't "drift" after updates.

What's inside: acceptance tests, analytics (product and business), A/B testing, knowledge management, tracing.

Cost Control

Transparent control of every dollar

You see the cost per response before and after optimizations, set limits on agents and users, disable "expensive" scenarios. Detailed billing breaks down costs by models, tools, and request types.

What's inside: agent limits, user limits, business cost analytics, framework-agnostic provider connection, detailed billing.

Developer Experience

Built for developers

Connect your graph via flutch CLI — quality and observability tools become available automatically. Work in your preferred stack: code is yours, observability and quality are ours. Debugging is transparent: steps, inputs/outputs, cost and time per node. Infrastructure is platform-managed: you write logic, not deploy scripts.

What's inside: simple integration, flutch CLI, framework-agnostic SDK, managed infrastructure.

Managed Infrastructure

Focus on your workflow

Agents launch where processes already live: Telegram, Slack, web, and API. Service agents trigger on webhooks and schedules. Each agent has a chat interface and public landing page — easy to demo and train. Access and roles are managed from admin panel.

What's inside: service agents (webhook/cron), multi-channel support, agent catalog, chat UI, agent landing page, user management.

Security

Your data, your control

We'll help deploy the platform on-premise in any infrastructure or provide Helm charts for self-deployment in a few commands. All data under your control with log auditing, stability monitoring in Grafana/Loki and basic RBAC system.

solutions.on-premise-security.features

Explore our platform

Platform for managing your agents

Change agent behavior without programmers

Real-time request count
Agent activity chart by hours
API costs breakdown by agents
Performance monitoring