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future agi alternative·updated sep 2026

failproof vs future agi

the future agi alternative for teams that want enforcement at the agent itself - not only on traffic routed through a gateway - without operating a many-service self-host stack.

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Failproof AI

End-to-end reliability for AI agents. Traces every run at the agent runtime, scores every finished session in the cloud with code checks, LLM judges and the eval set you already have (DeepEval, Ragas, promptfoo or your own), brought in as it is, finds where agents fail on its own, and lets you author and enforce a policy that stops the bad action in realtime - deployed on-prem or in the cloud.

Future AGI

Open-source (Apache-2.0) eval, tracing, simulation, gateway and guardrail platform ("build self-improving agents"). Turing evaluator models, traceAI, prompt optimization, and Protect checks that block model I/O and gateway tool calls in real time.

capabilityFailproof AIFuture AGI
Built forAI agentsLLM apps and agents
Agent tracingAgent runtime, deepertraceAI (OpenTelemetry)
Evals and LLM judgesCode checks, LLM judges and your existing eval set, run in the cloudBuilt-in evaluators, Turing models
Failure pattern findingAutomaticError Feed
Realtime enforcementYes, realtimeOn traffic through its gateway
Enforcement pointAgent hook layer, local actions includedGateway or SDK in the request path
Simulation and prompt optimizationNoYes
DeploymentLocal, on-prem, cloudSaaS, VPC, air-gapped

Choose Failproof AI when

  • you run high-impact autonomous agents that take real actions
  • a wrong action is costly or irreversible
  • you need to stop failures at runtime, not just trace them
  • you want an end-to-end reliability solution, on-prem or cloud

Choose Future AGI when

  • you want one open-source platform for evals, simulation, prompt optimization and a gateway
  • you need voice or multimodal evaluation
  • your agent traffic already flows through an OpenAI-compatible gateway you can point at Future AGI

FAQ

Is Failproof AI a Future AGI alternative?

For teams whose main problem is agents taking wrong actions, yes. Future AGI is a broad eval and optimization platform; Failproof AI concentrates on tracing agent runs, finding failure patterns and enforcing policies where the agent acts.

Does Future AGI block agent tool calls?

Yes, for calls that go through its Agent Command Center gateway: a Tool Permissions scanner can block tool calls and MCP Security inspects MCP traffic. Actions an agent runs locally - a shell command, a file write - do not pass through a model gateway, which is where hook-level enforcement applies.

What does it take to self-host Future AGI?

Its self-host requirements list PostgreSQL, ClickHouse, Redis, Temporal, MinIO and a code executor, and the Docker Compose guide brings up 21 services; Helm charts are on the roadmap. Code under its `ee/` directories needs an Enterprise license key or a Cloud plan in production, and self-hosted telemetry is on by default.

Can I use both?

Yes - Future AGI for evaluation and simulation, Failproof AI for enforcement at the agent.

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