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elsai (elsai Foundry) — ARMS agent observability & governance — Production agent-execution telemetry with safety and human-oversight labels: prompts and model responses, retrieval events, tool executions, token consumption, latency, policy outcomes (pass/fail), plus a guardrail layer that inspects every input and output and labels prompt injection, hallucination, sensitive-data exposure, jailbreak attempts and policy violations; a prompt/instruction version-control layer (each prompt versioned, tested and approved before deployment) and a human-in-the-loop queue that routes low-confidence out…
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Production agent-execution telemetry with safety and human-oversight labels: prompts and model responses, retrieval events, tool executions, token consumption, latency, policy outcomes (pass/fail), plus a guardrail layer that inspects every input and output and labels prompt injection, hallucination, sensitive-data exposure, jailbreak attempts and policy violations; a prompt/instruction version-control layer (each prompt versioned, tested and approved before deployment) and a human-in-the-loop queue that routes low-confidence outputs, policy exceptions and high-risk actions to designated reviewers, creating a record of human adjudication. Workflow coverage spans RAG pipelines, OCR/document processing, multi-agent handoffs and tool-driven automation.
Scale Per tenantFrom 2 yearsCoverage Information Technology
Sample, licence terms, pricing and eval results when Elsai publishes them. Until then, discover alternatives today with a 7-day trial.
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elsai (elsai Foundry) — ARMS agent observability & governance — Production agent-execution telemetry with safety and human-oversight labels: prompts and model responses, retrieval events, tool executions, token consumption, latency, policy outcomes (pass/fail), plus a guardrail layer that inspects every input and output and labels prompt injection, hallucination, sensitive-data exposure, jailbreak attempts and policy violations; a prompt/instruction version-control layer (each prompt versioned, tested and approved before deployment) and a human-in-the-loop queue that routes low-confidence out…
Elsai offers (Alternative, Sentiment, Reference) — Per tenant, every prompt, response, retrieval event, tool execution and guardrail inspection is captured, so 10^5-10^7 trace records per tenant per quarter for an active agent estate. The rare slice is much smaller and far more valuable: the guardrail-positive subset (injection, jailbreak, exposure, hallucination flags) plus human-reviewer adjudications, plausibly 10^3-10^5 labelled safety records across the base — few rows, high price per row..
AI-safety and red-teaming corpora — labelled prompt-injection, jailbreak and data-exposure examples are the scarcest safety data in the market and this product logs them continuously from production traffic rather than synthetic generation; human-oversight and preference datasets from the reviewer queue (real adjudications on real low-confidence outputs, core material for HITL alignment); prompt-optimisation and automatic-prompt-engineering datasets from version-versus-outcome pairs; agent-failure taxonomies for eval harnesses; hallucination-detection model training; OCR/document-AI training from document workflows; compliance-evidence benchmarking for AI-regulation readiness.
The data is with 2 years of history.
Coverage spans US; Infrastructure Software; alternative, sentiment, reference; equities.
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