Cut LLM costs. Stop data leaks. Audit every call.
Stop PII reaching the model, and see what each model is actually costing you, in 10 minutes, no proxy.
OpenTelemetry-native · works with
- OpenAI
- Anthropic
- Google GenAI
- xAI
- AWS Bedrock
- OpenRouter
- LiteLLM
- LangChain
- LangGraph
- LlamaIndex
- OpenAI
- Anthropic
- Google GenAI
- xAI
- AWS Bedrock
- OpenRouter
- LiteLLM
- LangChain
- LangGraph
- LlamaIndex
A 25-second tour: cost attribution, who served vs. who billed, retry waste, and SDK-side safety. Watch the full walkthrough
Instrument in 2 lines
Install the Ocelle SDK, initialize once, and keep calling your providers as normal. Traces, cost, and safety appear automatically.
pip install fortifyroot-ocelle
export FORTIFYROOT_API_KEY="fr_sk_..."import fortifyroot.ocelle as ocelle
# Reads FORTIFYROOT_API_KEY from the environment.
ocelle.init(app_name="my-llm-app") # set FORTIFYROOT_CONFIG_PROFILE_ID to enable safety
# then use OpenAI / Anthropic / Bedrock / LangChain as normal, auto-instrumentedPrivate VPC or locked-down runtime? Allow outbound HTTPS on TCP 443 to api.fortifyroot.com. No inbound ports required.
One agent, observing your whole stack
Works with your stack: OpenTelemetry-native, no proxy. Drop in the Ocelle SDK and FortifyRoot sees every call across the models, gateways, and frameworks you already run.
Cost + safety attribution for multi-provider LLM apps
One SDK, three jobs, built on OpenTelemetry so there's no lock-in.
Cost
See cost by model, provider, service, and environment, and trace spend back to requests, workflows, agents, and retry loops. Catch retry waste and routed-provider billing surprises: who served vs. who billed each call, even behind LiteLLM or OpenRouter.
Explore Cost
Safety
SDK-side detection runs in your own runtime and masks PII, PCI, PHI, secrets, API keys, and prompt-injection before they reach the model. ALLOW or MASK actions, configurable profiles, no proxy in the path.
Explore Safety
Auditability
Full OpenTelemetry trace, metric, and log capture for every call: queryable evidence for debugging and compliance review. Vendor-neutral OTLP, no lock-in.
Explore AuditabilityThree things other tools don't do
SDK-side, no proxy, flat per-org pricing, and OpenTelemetry-native, so there's no lock-in.
Safety at the SDK call site
Mask PII, secrets, and prompt-injection in your own runtime, before they reach the model. No proxy in the request path.
Retry-waste tracking
See the dollars burned by duplicate and retry loops, broken down by model and service, spend most tools never surface.
Provider-role transparency
See who served and billed each call (raw, model, routing, and billing providers) even behind LiteLLM or OpenRouter.
Charting the path to practical AI
FortifyRoot is founded by engineers from Amazon, Uber, Confluent, and Oracle Cloud Infrastructure who have spent decades building mission-critical systems at scale. As GenAI moves into production, teams need real control over cost, safety, and operational risk.
Sayon Dutta
Co-Founder and CEO
A decade in software engineering with deep AI/ML and cloud infrastructure expertise, built and scaled systems at Amazon and Oracle Cloud Infrastructure. Authored a book on Reinforcement Learning and holds a U.S. patent in deep-learning-based data search.
Manasjyoti Sharma
Co-Founder and CTO
Two decades of hands-on software architecture and distributed systems across Confluent, Uber, Amazon, Oracle Cloud Infrastructure, and Informatica. Holds a U.S. patent in deep-learning-based data search and has led teams building large-scale, reliable platforms.
Make your GenAI predictable, safe, and auditable.
FortifyRoot is in early access. Request an invite, or get a free Cost & Safety Audit and we'll walk through it with you.