Canvas
Visual node-based studio for designing, testing, and deploying multi-agent AI pipelines. Connect LLM endpoints, vector indices, and custom tool functions without boilerplate glue code.
The Bottleneck & The CmdFlow Solution
We only engineer products where existing developer workflows create persistent friction.
What breaks in engineering teams today
Designing and evaluating multi-agent LLM systems in raw code requires thousands of lines of boilerplate for prompt routing, token logging, fallback handling, and state machines.
How Canvas resolves the bottleneck
Canvas provides a visual node-based studio where engineering teams can map, evaluate, and deploy multi-agent decision graphs with one click.
Built for speed, accuracy, and developer autonomy
Visual Agent Orchestration
Design deterministic decision trees and evaluate model outputs before deployment.
Verified Feature Specifications
Only capabilities verified in our codebase and active engineering architecture are listed below.
Visual Node-Based Pipeline Graph
Drag-and-drop tool calling, conditional branching, and human-in-the-loop approval nodes.
Built-In Automated Evals
Run multi-turn conversation tests against benchmark datasets to verify agent determinism.
How Canvas Operates
A four-stage deterministic pipeline from repository integration to automated verification.
Arrange Pipeline Graph
Visually connect LLM endpoints, vector memory stores, conditional branches, and human approval gates.
Evaluate & Benchmark
Execute automated synthetic test suites to benchmark token latency, cost, and hallucination bounds.
Deploy as Microservice
Publish the agent graph as an authenticated REST endpoint with automatic versioning and live telemetry.
Native Platform & CI/CD Integrations
Integrates directly into your existing git hosts, issue trackers, and pipeline webhooks.
Engineered specifically for:
Early Access & Architecture Preview
Canvas is currently undergoing technical validation. Early access is granted on an invited basis to engineering teams willing to test and provide telemetry feedback. There are no active subscription charges.
Request Early Access Invitation →Developer Documentation & Changelog
Inspect webhook schemas, environment variable configurations, and release notes for Canvas.
Frequently Asked Questions
Answers to common questions regarding deployment, security, and integration.
Related Case Studies & Engineering Services
See how Canvas relates to our Technology Partner client engagements and architectural expertise.
GEO Frameworks, Agentic AI & Performance-Driven Engineering
Deploying enterprise-grade agentic AI systems and automated operational pipelines.
Explore Service →Ready to streamline with Canvas?
Connect with CmdFlow engineering to deploy this product or join the upcoming developer preview.