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AI LAB · LOS ANGELES

We build the AI thatdoes the work your team can't do at scale.

Not a tool we hand over. A system we build into your business and stay accountable for.

PortalsPDFsSpreadsheetsEmailsTicketsAgentIN PRODUCTIONReconciledFlaggedResolvedMANUAL WORKOUTCOMES
What we do

We go into a business and look for two things.

01

The work that costs the most

The manual processes carrying the greatest financial impact: the close, the reconciliation, the matching that quietly leaks money.

02

The checks nobody can do

The reviews that never get done because no team could do them at scale, like reading every lease against the ledger, or a year of content behind every creator.

We build AI native systems that handle both, then we operate them.

We build it

AI native systems wired for your systems and workflows, adapting to how your team operates and making every step more efficient.

We operate it

We put it into production, train the team that has to use it, and help run it day to day. We are accountable for what actually changes.

We keep improving it

We monitor performance and keep expanding what the system can do as the business changes. We stay in the workflow long after the first build ships.

The problem

The most expensive work is still done by hand.

Reconciliation, review, approvals, chasing. It arrives faster than any team can clear it, so it piles up, and the cost compounds in the gap.

Manual queuebacklog 247 ↑
team capacitymaxed
Systems running live across
Life InsuranceCommercial Real EstateFintechCreator EconomyPre-ConstructionFuel & EnergyE-commerceLogisticsHealthcareLegalB2B SaaSField OperationsLife InsuranceCommercial Real EstateFintechCreator EconomyPre-ConstructionFuel & EnergyE-commerceLogisticsHealthcareLegalB2B SaaSField Operations
Field OperationsB2B SaaSLegalHealthcareLogisticsE-commerceFuel & EnergyPre-ConstructionCreator EconomyFintechCommercial Real EstateLife InsuranceField OperationsB2B SaaSLegalHealthcareLogisticsE-commerceFuel & EnergyPre-ConstructionCreator EconomyFintechCommercial Real EstateLife Insurance
How we do it

We find the work costing you money. Then we make it run itself.

Four steps, in this order, every time.

01

Find it

We get inside the workflow, talk to the people doing the work, and follow the documents, the systems and the money.

Output

A map of how the work actually moves, not how the process says it does.

02

Size it

We identify where manual work, work dropped between teams, and systems that don't talk to each other are costing the business the most.

Output

The two or three places worth building, with a cost attached to each.

03

Build it

We build directly into the tools your team already uses, with your team in control where it counts.

Output

One workflow live and in use, with a person approving before it acts.

04

Run it

We ship it, bring your team onto it, and watch it closely from day one.

Output

A trained team and a live, monitored system.

The shift

Manual work
coming in.

Handled
before it piles up.

The same work, done as it arrives instead of stacking up. A person still makes the calls that matter.

What changes

The change shows up in the numbers.

Money clawed back, the next loss prevented, and your people off the re-keying and onto the decisions.

~$0M

Recover money already lost

A costly deadline nearly missed inside a real billion-dollar portfolio, plus $50K+ in missed charges and $200K+ in balances quietly building up for years.

6 hrs → ~1

Cut the hours

Work that took six hours now takes about one. Fifty hand-typed work orders become a single batch to confirm.

~0s

See the truth in real time

Roughly 3,400 insurance policies reconciled across twelve carriers in about ninety-four seconds, a report that used to lag weeks.

0

Catch the risk nobody was watching

Unpaid brand posts found at a single festival, across sixteen contracted creators and 123 posts they owed.

Reconciliation

Numbers that
never matched.

Reconciled to
the dollar.

Every line checked against the source, matched to the cent, and money that would have slipped through recovered.

$0recovered
Ledgerlive
01
Carrier settlement, Q2
unmatchedmatched
+$182,400
02
Commission clawback
unmatchedmatched
+$46,900
03
Duplicate premium refund
unmatchedmatched
+$28,150
04
CAM overbilling
unmatchedmatched
+$61,300
05
Chargeback reversal
unmatchedmatched
+$19,740
06
Vendor rate variance
unmatchedmatched
+$37,880
What we build

One way of building, pointed at very different problems.

The industry changes. The kinds of work we're good at don't.

Reading documents and contracts

Read leases, subcontracts, policies and statements, and make sure every number that follows matches what the document actually says.

Lease terms vs. the ledger

Matching records and recovering money

Match ledgers, carriers, pumps and payouts against the original records, show the gaps, and chase the money you're owed.

Twelve carriers, one clear view

Checking against the rules

Watch behavior against policy at a scale no team could reach, and show the exact rule and evidence behind every flag.

2.1M+ posts checked

Running many sites at once

Pull sites and systems that don't talk to each other into one live view, and send anything that needs a person to the right person.

12 fuel sites, every night

Choosing vendors and buying

Turn a project scope into matched vendors and bids lined up on the same terms, so you can compare them side by side.

Scope to comparable bids

Sales outreach that runs itself

Find prospects, check them, research them and write the outreach, with every message passing a quality check and a person approving until it's proven.

A person approves until it's proven
Risk detection

Risk hides
in the fine print.

Read once.
Caught every time.

Every clause read against your policy, the dangerous ones surfaced with the reason, before anyone signs.

Auto-renewalSilent 36-month renewal, 90-day notice.
Liability capUncapped indemnity on data loss.
Price escalatorCPI + 7% annual, no ceiling.
ExclusivityBars competing vendors for the term.
Contract · 148 pp0risks caught
flag
flag
flag
flag
Selected work

What we've built, in detail.

View the full portfolio

Twelve carrier portals meant twelve sources of truth. Carrier portals update within about two days while the IMO's issued-policy report lags two weeks to a month, so the portals are the real-time truth, but nobody was reconciling them. Advance commissions mean a lapse inside the advance window triggers a chargeback that rolls up to the upline, and that exposure was invisible until statements landed.

01
Unified book-of-business aggregation

One real-time view across all twelve carriers, joining what an agent applied for, what the IMO reports issued, and each carrier portal's live book, normalized into a single policy and commission model.

02
The reversal-while-inforce signal

The flagship discrepancy surfaces policies a carrier still shows as inforce while the IMO reports a reversal, catching at-risk policies before they become a chargeback.

03
Canonical status intelligence

Every carrier's own status vocabulary is mapped into five canonical buckets for cross-carrier rollups while always preserving the true carrier string.

Full breakdown
Insuranceproduction
12 carriers → one live book of business
Carriers unified12 → 1
Policies reconciled3,412
Reversal-while-inforce7 flagged
Full-book run≈ 94s
12 → 1
Carrier portals unified
~250
Agents in daily production
~3,400
Policies reconciled per run
Start here

Let's build your first system.

What the first conversation covers
  • 01The workflow where you're losing the most, mapped live.
  • 02A straight answer on whether it's worth building, or not.
  • 03If it is, exactly what we'd ship first.