Delivered as a phased engagement. Customer-owned at every gate.
Causum isn't a SaaS license you buy and try to figure out. It's a forward-deployed engagement, structured around phases with go/no-go criteria you control. Every artifact is yours, regardless of whether the engagement continues.
Domain Intelligence
Reads your code. Infers state machines, invariants, anti-patterns. Customer-owned artifacts in days.
Signal Intelligence
Auto-calibrating sensors. No stale thresholds. Fires on business events, not CPU spikes.
RCA Intelligence
Multi-layer causality graph. Root cause in minutes, with evidence you can click into.
Remediation Intelligence
Four-level autonomy. Six-part guardrails. Kill switch always visible. Trust by design.
Because configuration is the part that kills AIOps.
Every AIOps platform that stalls — and per Gartner, ~60% do — stalls in configuration. The selling motion is “buy a license, deploy agents, start tuning rules.” The reality is 3–6 monthsof integration engineering before anyone sees value. We don't sell that motion. We deliver the work.
Domain Intelligence (2–4 weeks).
Reads your code. Infers what should be monitored.
The Codebase Explorer Agent reads your application repository, schema, and production data sample. From these, it generates the artifacts that should have been your monitoring baseline from day one.
What we deliver
- 🔀
Business entity state machines
Order flows, checkout flows, payment lifecycles — with P50/P95/P99 transition latencies.
- 🧮
Data invariants
Business rules implied by your schema, including violations that exist right now.
- ⚠️
Anti-patterns with business impact
Not generic linter findings. Domain-specific reliability risks with quantified impact.
- 📡
Auto-generated sensors
For everything above. Ready for Signal Intelligence to operate.
Signal Intelligence (4–6 weeks).
Auto-calibrating, entity-aware anomaly detection.
Static thresholds break. Within a quarter they're either firing on every minor blip or missing the meaningful ones. Signal Intelligence is the layer that runs the sensors Domain Intelligence generated — without human tuning.
What we deliver
- 📊
Auto-calibrating
Per entity, per mode (holiday, promo, post-release). No human tuning required.
- 🌊
Seasonal aware
Knows about your demand cycles and adjusts envelopes accordingly.
- 🧬
Entity-level
"Order stuck in CHECKOUT_INITIATED > 8 min" — not "p99 latency: 340ms."
- 🪞
Shadow mode first
Runs in observe mode against your production stream until your team approves promotion.
RCA Intelligence (4–8 weeks).
Root cause in minutes, with evidence.
Other tools correlate alerts. RCA Intelligence reasons over a causal graph built from the entity state machines, signal timeline, deploy history, and infrastructure dependencies — then shows its work.
What we deliver
- 🎯
Composite scoring
Every candidate root cause has a confidence score derived from multiple signal types.
- 🔗
Causal chain reasoning
Not just "these alerts correlate" — "this caused that, which caused that."
- 📚
Learned reranker
Improves with every postmortem your team confirms.
- 🔍
Always shows its work
Every recommendation links back to the raw metrics, traces, and log lines.
Remediation Intelligence (Ongoing).
Graduated autonomy. Six guardrails. Kill switch.
This is the layer most SREs are skeptical of, and rightly so. Causum's remediation engine is designed around the assumption that trust is earned, not granted. New services and new actions start at Observe. Promotion is explicit. Auto-demotion on failure.
What we deliver
- 🎚
Observe by default
New services start at Observe. Promotion is explicit. Auto-demotion on failure.
- 🛡
Six guardrails on every action
Allowlist · confidence · blast radius · approval gate · pre/post checks · kill switch.
- 📜
Cryptographic audit trail
Every action immutably chained. SIEM-streamable. Forever-queryable.
- ⛔
Kill switch always visible
Tenant-wide halt one click away. Always rendered, regardless of autonomy level.
Everything is yours. Causum operates it.
The state machines, the invariants, the sensors, the runbooks, the postmortems, the audit log — all customer-owned artifacts in your repos and your storage. If you ever stop using Causum, you keep all of it.
What you pay Causum for is the agentic runtime that operates the loop, the platform updates, and the forward-deployed engineering team that runs the engagement. Not lock-in.
One week. Free fit assessment. No commitment.
Before Phase 1, we run a free, one-week assessment to confirm Causum fits your stack and your codebase. Output is a written go / no-go recommendation.