AIOps RFP Scoring Matrix: Eight Categories, Twenty Questions
An RFP that gets honest answers is one designed to make vague answers obvious. Here is the structure that actually works.
Why most AIOps RFPs are scored on theatre
Most AIOps RFPs are checklists of "do you have feature X." Vendors answer "yes" to everything; the buyer learns nothing. The scoring exercise becomes a popularity contest.
A useful RFP forces vendors to demonstrate, not claim. Replace yes/no with "describe how" and "show evidence." The vendor with the genuine capability writes more; the vendor without it writes vague paragraphs that scored readers can spot.
The eight categories that matter
- Detection. What signals you ingest, what models you run, false-positive rate on a representative dataset.
- Correlation. How alerts from different sources merge into one incident, with examples.
- Diagnosis. Whether the platform attempts root-cause hypotheses, and how it explains them.
- Remediation. What actions can be taken automatically, with what guardrails, and how those are configured.
- Audit and ledger. How every action is logged, signed, and retrievable for compliance and postmortem.
- Integration surface. What systems are pre-built integrations vs custom adapters; the breadth of the catalog.
- Operations. How the platform is deployed, upgraded, monitored; SLAs; on-call story.
- Pricing model. Per-host, per-event, per-resolved-incident; what triggers tier upgrades; growth-friendly.
The twenty questions, with what good answers look like
Twenty questions across the eight categories, each phrased to demand evidence. Two examples from the detection category: "Walk us through one false-positive your platform issued in the last quarter, why it fired, and what you changed." "What is your false-positive rate on a 1,000-alert benchmark; show the methodology."
The questions are not gotchas. They are an honest invitation to demonstrate competence. Vendors who can answer them want this RFP, they win against vendors who cannot.
The trap: weighting before you read
- The most common RFP failure is weighting categories before reading the answers. The team decides "detection is 30%, correlation is 25%" upfront, then reads answers through that lens. Vendors who happen to score well in the heavy categories win.
- Read all answers first. Score each category independently. Then weight. The order matters more than it sounds, pre-set weights become confirmation bias.
Antipatterns
- Yes/no checklists. Force “describe how” instead.
- One vendor evaluator. Three reads catch what one misses.
- Live demos as the only evidence. Demos are rehearsed. Ask for references and recordings of unscripted incident responses.
What to do this week
Three moves. (1) Draft the eight categories specific to your environment; tweak the twenty questions. (2) Send the same RFP to three vendors with identical timing and identical clarification rights. (3) Score independently across three reviewers; reconcile differences before weighting.