The dashboard you have today
- Surfaces idle clusters, then waits for a human
- Recommendations expire while backlog priorities shift
- Savings are estimated, never proven
- Priced per seat, whether it saves you anything or not
Product
From read-only evidence to approved action
Assessment starts read-only. Autopilot stays off until your guardrails say otherwise.
The gap
Dashboards create tickets. Digital Tap closes the loop.
FinOps recommendations age out while engineers protect roadmap work. Digital Tap turns the same signal into governed action, audit evidence, and measured savings.
Digital Tap AI
- Agents watch workloads, budgets, and utilization around the clock
- Fixes execute only when SafetyGate approves the exact action
- Every dollar measured against a baseline. Verified, not asserted
- Priced at 20% of verified savings. $0 if we save you nothing
How it works
From read-only evidence to approved action
- 01
Connect read-only
Link Databricks in minutes with a scoped, read-only credential. Physically enforced: the assessment can see everything and change nothing. Your waste number appears within days.
- 02
Agents recommend, then act under guardrails
Turn on optimization when you’re ready. Every change passes SafetyGate policy checks and carries a single-use signed token. Start in copilot (approve each fix) and graduate to autopilot.
- 03
Savings get verified. Then we bill.
Each action’s saving is measured from your own billing data — the cluster’s cost before versus after — and billed only once it’s verified. You keep 80% of every verified dollar. We earn the other 20%.
Safety
Designed for teams that cannot gamble with production
Digital Tap treats every optimization like a controlled change: scoped credentials, policy checks, signed action tokens, and shadow-mode rehearsal before autopilot.
Live
savings ledger · acct 4821 · us-east-1
14:07 UTC
- 14:06:12idle.detectedprod-genomics-0158m idle · 320 vCPU
- 14:06:48safetygate.passprod-genomics-01signed · autopilot
- 14:07:03savings.recordedprod-genomics-01+$4,120
next
hibernate prod-genomics-01 — after grace window
Verified today · 47 clusters
$128,400
SafetyGate
Every mutating action is validated against your policy: protected resources, blackout windows, autonomy level, guardrail bounds.
Single-use signed tokens
Approved actions carry an HMAC-SHA256 token scoped to one action on one resource. Connectors refuse everything else.
Read-only first touch
Assessment mode is physically unable to write. Full visibility, zero ability to change anything — before any autonomy is granted.
Shadow mode
The full decision loop runs against a no-op executor on your real environment before autopilot is ever enabled.
The Nerve Engine
Every action makes the next one smarter
Our agents learn each cluster’s weekly rhythm, forecast demand, and reconcile every prediction against what actually happened. Mistakes raise a cluster’s caution automatically; clean wins relax it back.
Learned hour-of-week profiles
Each cluster’s utilization pattern is learned online — no batch retraining. New behavior fades in, old behavior fades out.
Demand prediction
Hibernate into predicted idle windows. Pre-warm ahead of the Monday 9am rush. Confidence bands widen when the data is thin.
Self-grading forecasts
Every pre-warm prediction is written down and graded hit-or-miss against reality. Forecast skill is a number you can watch improve.
Adaptive thresholds
A hibernate that got resumed in minutes teaches the system to wait longer on that cluster. Recent evidence outweighs old mistakes.
Verified savings
Verified, not asserted.
Each action’s saving is measured from your own billing data — the cluster’s cost before versus after — and billed only once it’s verified. You keep 80% of every verified dollar. We earn the other 20%.
- Cost read from your own billing data, before and after
- Billed only once verified — 20%, rounded down
- A before/after comparison, and every result says so
Verified savings record
DT-2026-07-19-0417
| Before — 24h, per hour | $20.50 |
|---|---|
| After — next 24h, per hour | $3.00 |
Verified saving (20.50 − 3.00) × 24 | +$420.00 |
You keep 80%$336.00
Digital Tap fee 20%$84.00
Before/after burn rate at list price, DBUs only · not a controlled comparison · illustration
See the waste before you change a thing.
Connect read-only in minutes. Get a verified waste map in days. Turn on governed action only when the evidence is worth it.
Get the read-only assessment