Not a projection, not a model output, and not a slide. A reconciliation against a paying customer's own cost records, on a fleet across eleven states, with zero field hardware installed and nobody from Firstlook ever on site.
Annualized, that works out to $1,616 of realized savings per monitored asset, per year. It is the single number we carry into every other conversation.
Two things about that number matter more than its size, and both cut against the usual sales story.
It came from asset-level failures caught before they escalated. That is exactly the category redundancy hides in a data center or a process plant, and exactly the category nobody counts today.
A water failure costs far less than a thermal event on a GPU cluster or a lost pharmaceutical batch. So we carry $1,616 per asset per year into other sectors unchanged, as a floor rather than a target.
A separate eight-week validation on a Gulf-coast lift-station network, run with the same operator. Every row is a real work order: what PRISM flagged, what the crew spent, and what the failure would have cost had it run to completion. The operator priced the avoided cost on their own books.
Parts and crew time across all nine. Six of the nine cost under $1,200.
Priced by the operator against their own historical cost for the same failure run to completion.
$129,352 net across eight weeks. Higher than the fleet-wide 9.3× because this window contains only acted-on flags.
| Station | Lead time | Spent | Avoided | What the crew found |
|---|---|---|---|---|
| Lift station, LA transfer | 3 days | $225 | $29,740 | Major leak. Worn marine hose replaced. |
| Lift station, residential LA | 14 days | $1,474 | $28,491 | Pump 2 overload. Replaced before it seized. |
| Lift station, subdivision | 12 days | $2,981 | $26,984 | Both pumps clogging. Pulled, cleaned, reinstalled. |
| Lift station, coastal LA | 10 days | $309 | $14,656 | Three floats fallen in the wet well, wiring nicked. |
| Lift station, LA collection | 9 days | $1,145 | $13,820 | Rag build-up on Pump 1. Station failed two days after the clear. |
| Lift station, LA east | 10 days | $2,475 | $12,490 | VFD miswired at install, all wet-well floats bad. |
| Lift station, LA residential | 3 days | $28 | $3,992 | Floats greased over and off the rack. |
| Lift station, LA residential | 3 days | $56 | $3,964 | Floats coated in grease. Cleaned and repositioned. |
| Lift station, LA north | 3 days | $56 | $3,964 | Float adjustment. Corrected the following day. |
| Total, 9 interventions | $8,749 | $138,101 | 15.8× on the spend |
Read the lead times carefully. These are days, not months, and that is the point of including them. The 150-day median elsewhere describes slow mechanical degradation: a bearing or an impeller wearing down over a season. The faults above are acute and hydraulic: a float falls off a rack, grease coats a switch, a hose gives way. They develop in days, so days is all the notice there is to get. A three-day warning on a $28 float that prevents a $3,992 sanitary overflow is the best return in the table.
Sixteen emergency callouts were avoided over the eight weeks. The operator's baseline for this network was roughly 1.1 catastrophic failures per week at an average of $20,000 each, which is the figure the avoided-cost column is priced against.
A regional extract from the nine-month deployment. Every failure in the window, with the model running the whole time and nothing wired to act on it.
PRISM does not reduce the number of pumps needing attention. It moves the work from the emergency column to the planned column. The pump is replaced either way, so the credit is only what advance notice recovers. That turns out to be most of the bill.
| Cost line | Run to failure | Intervene on notice | Recovered |
|---|---|---|---|
| Parts, materials, contractor | Full cost | Identical | Nothing |
| Emergency mobilization premium | Incurred | Avoided | Fully recovered |
| Cascade damage: drop pipe, wire, controls | Incurred | Avoided by controlled shutdown | Fully recovered |
| Boil-water notice & clearance sampling | Incurred on service loss | Not triggered | Fully recovered |
| Field labour | After-hours rate | Straight time, fewer hours | Most of the gap |
| Lost revenue & bill credits | Incurred | Not triggered | Fully recovered |
| Planned outage coordination | None | Small cost added | Net new cost |
The labour line, in full. Over the nine-month deployment, 711 emergency crew hours at the after-hours rate came out of the schedule and 400 straight-time hours went back in inside the normal shift. That is 311 fewer hours worked, at a better rate, and $37,983 of avoided labour cost on that one line.
Expect the work-order count to rise, not fall. Acting on a warning means touching assets that had not yet failed. Any pilot review that measures success by counting work orders will read as a failure. The measure that holds up is emergency and after-hours labour hours against the same interval in the prior year.
A lot of this industry blends measured results, trade estimates and marketing arithmetic into one confident paragraph. We separate them, and we badge them.
9.3× return, 83.6% intervention rate, 391 assets, 26 of 28 flagged, 150+ day median notice, $1,616 per asset per year, and the nine-intervention ledger above. Reconciled against closed work orders.
Outage cost distributions and cause rankings, insurance claim frequency and loss cost, rack density and staffing surveys. Cited by source, with the survey size where one exists.
Emergency-versus-planned repair multiples, failure development windows, system-class weightings, and every calculator output on this site. Labeled as estimates wherever they appear.
There is a fourth category we keep empty on purpose: measured results outside water. Data center and process-plant models are built but not yet scored against a customer's history. Until that changes, nothing on this site presents them as proven.
We build a model on your telemetry and run it backwards against failures you already lived through. Misses counted as loudly as hits.
No cost to evaluate. No live connection required. No obligation.
Firstlook production data. Reconciled deployment results, event register, lead times and intervention rate: a production water deployment of 391 assets over nine months; a 28-event regional extract over a 228-day observation window scored against closed work orders; and a separate eight-week lift-station validation comprising nine closed interventions priced by the operator. The two engagements are reported separately and their figures are not combined.
Cost model. Built from a loaded straight-time field-labour rate with an after-hours multiplier, plus documented mobilization, cascade, notification, sampling and lost-revenue lines. A probability-weighted reputational allocation is included in the fully loaded basis and can be removed on request for a hard-cost view. Avoided-cost figures in the ledger are the operator's own pricing against their historical cost for the same failure run to completion.
Third-party research. Uptime Institute Annual Outage Analysis 2026 (n=94) and Global Survey 2025; ITIC 2024 Hourly Cost of Downtime Survey; Allianz Commercial data center claims review; Swiss Re and FM Global on direct liquid cooling; AFCOM State of the Data Center 2026.
Excluded on purpose. The widely quoted per-minute downtime cost that traces to a vendor-sponsored study of 63 sites and has not been refreshed in a decade; asset-life extension and capital-deferral upside; and energy and carbon savings from efficiency correction. Full reference list and the underlying cost model available on request under NDA.