How We Build
Defensible Financial Truth
Every number has a source. Every estimate has a confidence score. Every claim survives scrutiny.
Read-Only API Access
We connect to your platforms through official APIs with read-only permissions. No agents to install. No code changes. No access to your actual telemetry data.
- ✓OAuth or API key authentication
- ✓Read-only scopes only — we cannot modify your data
- ✓Revocable access at any time
What We Access
What We Never Access
Data Points Extracted
Pull Financial Signals
We extract the financial signals buried in your platform data. Billing records, usage metrics, license allocations — the raw material of financial truth.
One Language for All Spend
Datadog calls it "hosts." New Relic calls it "compute units." We translate everything into a common financial language for cross-platform comparison.
Before → After
Every Number Has a Source
Before any analysis happens, we create a complete audit trail. When the CFO asks "Where did this number come from?" — you can show them exactly.
Fill the Gaps Vendors Hide
Vendors don't expose everything. We use inference models to estimate what they won't tell you — but we always tell you when we're inferring. No black boxes.
Confidence Scoring
Every estimate carries a confidence score so you know exactly how much to trust each number.
Verified
Direct from billing APIs. Ground truth.
Inferred
Calculated from patterns. High confidence.
Estimated
From benchmarks. Use with caution.
Evidence That Survives Scrutiny
Finished deliverables ready for executive review, procurement negotiations, and board presentations. Every report includes the full audit trail.
From Insight to Impact
Intelligence without action is just expensive reporting. We help you turn findings into outcomes.
- ✓Prioritized action items by impact
- ✓Vendor negotiation playbooks
- ✓Optimization recommendations with ROI
See the Methodology in Action
Request an assessment. We'll run your platforms through our pipeline and show you exactly what defensible financial truth looks like.
No commitment. No credit card. First insights in under 5 minutes.