Drop in the SDK.
Python & JavaScript wrappers sit in front of your LLM calls. Swap openai.chat.completions for driftrail.chat.completions and capture every inference without changing a single prompt.
LLM observability with one-click compliance — and now NEROX GPU optimization, all in one platform.
Works with any LLM provider
Watch our AI Playground and Executive Dashboard in action
Test models with real-time safety monitoring
No credit card required
Every inference event ships with the evidence SOC 2 auditors ask for — access logs, availability metrics, integrity hashes, confidentiality tags — generated inline, not scraped at audit time.
DriftRail inspects every prompt and completion for PHI markers, redacts them at source, and writes only hashed references into logs — so your BAA stays honest even when the model hallucinates a patient name.
Every LLM call is tagged with lawful-basis, data-subject scope, and retention window. Subject access requests complete in minutes, not weeks — and the right to erasure cascades across prompts, completions, and derived embeddings.
DriftRail maps every deployed model to an EU AI Act risk tier, documents the conformity assessment, and keeps the post-market monitoring loop closed — the same monitoring loop the Act asks you to run once you ship.
DriftRail compliance now ships alongside NEROX — GPU-annealing solvers, quantum QAOA, and Nimbus SEC red-team. Single sign-on, single bill, single audit trail across your entire AI stack.
GPU annealing, parallel-GPU, Tabu, hybrid, and QAOA simulator (up to 64 qubits) for TSP, portfolio, scheduling, VRP, max-cut, QUBO, and graph colouring.
AI red-team with 100+ Day-0 attacks, Claude Opus 4.7 adaptive engine, model-file scanning, multi-language probes, and 1-SEC PvP arena. OWASP LLM 2025 + MITRE ATLAS on every finding.
DriftRail's core: SOC 2, HIPAA, GDPR, EU AI Act report generation, drift monitoring, classification of every LLM interaction, audit-ready evidence.
Six modules under one roof — Dashboard, Optimize, Sandbox, Benchmark, Datasets, Nimbus SEC. ⌘K to navigate · ⌘, for settings · ⌘. for activity. SSO via Clerk. Team workspaces with shared scan history, BYOK keys, and SIEM destinations.
A real prompt-injection attempt from our red-team corpus, and the full DriftRail event your webhook receives.
"event_id": "evt_3H2xQ1n4BpLk", "ts": "2026-04-21T14:12:07.418Z", "decision": "block", "risk": { "score": 0.94, "tier": "high", "fired": [ "prompt_injection", "translation_smuggling" ] }, "classifier": { "model": "driftrail-gx-1.2", "confidence": 0.987, "latency_ms": 42 }, "compliance": { "soc2": { "cc7": true }, "gdpr": { "art6_basis": "legit_interest" }, "eu_ai": { "tier": "high", "art12_logged": true } }, "audit": { "hash": "sha256:9f8a2b1c..e4", "chain": "evt_3H2xQ1n4BpLj", "region": "eu-west-1" }
Event shape is identical in production — same JSON, same fields, same latency budget.
We sit between your application and your model provider, capturing everything without blocking functionality.
SDK drops into any app instantly. Captures prompts, outputs, retrieved sources, latency, and token counts.
Hallucination detection and PII flagging powered by Gemini Flash Lite.
Nightly comparison of risk distributions vs baseline. Get alerted when behavior changes.
Database triggers prevent tampering. Export full logs as JSON, CSV, or PDF for compliance reviews instantly.
Python & JavaScript wrappers sit in front of your LLM calls. Swap openai.chat.completions for driftrail.chat.completions and capture every inference without changing a single prompt.
Prompts, completions, tool calls, retrieved sources, latency and token counts are pushed to DriftRail on a background task. Your response time is untouched — and fail-open means a DriftRail outage never takes your app down.
Separate keys for dev / staging / prod keep test traffic from polluting the compliance ledger. Rotate keys without downtime. Attach policies — PHI mode, strict-mode, regional residency — at the key level.
Classify every completion before it reaches users. Guardrails run in under 50ms p95 and emit their decisions into the same audit trail your auditors see.
Immutable storage with tamper-evident hashes. Export JSON / CSV / PDF for any window, any framework — generated from the same events your app already sends.
Built for teams who can't afford AI blind spots.
Debug production issues faster. See exactly what prompt caused an error, analyze token usage trends, and detect model drift before users complain.
Pre-configured compliance controls, industry-specific detections, and benchmarks for your sector.
HIPAA-ready architecture with PHI detection, medical advice guardrails, and BAA available on Enterprise.
SOC2 Type II ready with financial advice detection, PCI-DSS controls, and immutable audit trails for regulators.
Privilege detection, confidentiality guardrails, and e-discovery ready exports for litigation support.
Beyond our 8 built-in detectors, write custom detection prompts for your specific use case. No ML expertise required — just describe what you want to detect.
Examples: "Detect medical diagnosis without disclaimers" • "Flag competitor product recommendations" • "Identify unauthorized discount offers"
Get instant notifications for high-risk events, drift detection, and compliance violations in your team's communication channels.
Rich Block Kit messages with actionable buttons. Acknowledge, investigate, or resolve incidents directly from Slack.
Adaptive Cards with full incident details. Integrates with your existing Teams workflows and channels.
Webhook embeds with color-coded severity. Perfect for dev teams and open-source projects.
Stop guessing. Start governing. Turn that anxiety into a logged, classified, and auditable system in under 5 minutes.
No credit card required • Audit-ready logs • Cancel anytime