Neuri
Know why. Not just what.
Neuri is an autonomous RCA engine for platform and SRE teams. It ingests every observability signal across your stack and surfaces root cause - before your engineers have had time to open a terminal.
Apply for design partner accesspayments-api OOMKill cascade — 2026-07-04
payments-api · payments-worker
91%
Review history
APPROVED by @priya · 14:31
Confirmed — matches deploy diff and metric onset
Evidence
Reasoning
Deploy a3f9c2 lowered the payments-api memory limit from 512Mi to 256Mi
Working-set memory under normal load exceeds the new 256Mi ceiling within ~40 seconds of traffic
Kubernetes OOMKills the container repeatedly, producing a restart cascade across all 3 replicas
suggested_next_step
Revert the memory limit in the deploy manifest, or right-size it against p99 working-set usage before re-rolling.
The problem
Root cause hunting means tabbing between five dashboards while the incident keeps burning.
How Neuri solves it
Neuri takes the structured incident record from Regen and runs root cause analysis automatically — correlating logs, metrics, traces, and deployment events simultaneously, generating hypotheses, testing them against evidence, and converging on a root cause with a confidence score and a full explanation of its reasoning.
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Before and after
What changes for your team once Neuri is in the loop.
Before Neuri
An alert fires. An engineer opens five dashboards — metrics, logs, traces, deploy history, and a ticket queue — and manually cross-references timestamps to guess at a root cause. Minutes turn into an hour before anyone has a confident answer.
After Neuri
Neuri ingests every signal automatically, correlates anomalies across the stack, and delivers a structured root cause with a confidence score and supporting evidence — before the engineer has finished opening a terminal.
From signal to answer
Ingest all signals
Neuri connects to every observability source in your stack - metrics, logs, traces, deploys, and topology - and normalises them into a single event graph.
Correlate & analyse
A depth-first analysis agent traverses the event graph, cross-referencing anomalies across systems to eliminate noise and identify causal chains.
Surface root cause
A structured RCA is delivered before anyone has had time to open a terminal - what changed, where, and why, with confidence scores and supporting evidence.
Connects to your entire stack
No vendor lock-in, no rip-and-replace.
Runs the way your team works
Read-only connection
Neuri connects to your observability stack in read-only mode — it never modifies infrastructure, deploys, or configuration.
Design partner sandbox
During closed development, Neuri runs in an environment scoped to your stack, with direct engineering support throughout the programme.
Built to be trusted with production
Read-only by design
Neuri never writes to your infrastructure — it only reads signals to build its analysis.
Bring your own model key
Analysis runs against your own model provider key - nothing is routed through a third-party black box.
Dedicated support channel
Design partners get direct Slack access to our engineering team throughout the programme.
Where does it sit in the Suite?
Neuri sits between Regen and Reflex in the AI SRE Suite: it takes the structured incident record Regen creates when something breaks, runs automated root cause analysis, and hands a confidence-scored diagnosis to Reflex to act on - or to Gills, so anyone can ask about it in plain English.
Root cause analysis
Build Neuri with us.
Neuri is in closed development. We're selecting 3 platform or SRE teamsto validate the product against real production systems. Your incidents, your stack, your feedback - that's what shapes the roadmap.
Apply for access
Takes 3 minutes. We respond within 3 business days.
Frequently asked questions
Neuri is in closed development. We're onboarding 3 design partner teams to validate it against real production systems before a public launch.
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