THE DRE STACK · LAYER III · STEWARD
INFRASTRUCTURE THAT PAYS FOR ITSELF
◐
DECISION PROCESS MONITORING & STEWARDSHIP

The bill that pays for itself.

The engineer that never sleeps. The one who notices the break at 3am, finds the root cause, drafts the fix, and waits for your nod. You pay only for the dollars it puts back on your table. Not a seat. Not a promise. A receipt.

THE PROMISE · 80/20
$100k
WE SAVE YOU
$20k
WE KEEP
$80k
YOU KEEP

Find nothing? You owe nothing. Find something? You keep four out of every five dollars. The first infrastructure that pays for itself.

PLUGS INTO EVERYTHING·FIXES ITSELF·AUDIT-READY DAY ONE·YOU PAY WHEN IT WORKS
§ THE MONEY LEAK MAP
ILLUSTRATIVE EXAMPLE · A $50M COMPANY · TWELVE MONTHS

Find the money on fire. Then put it back on your books.

WITHOUT DPMS · ANNUAL WASTE
$1.2Mburning, quietly, while you sleep.
AI inference calls$420K
Redundant queries$260K
Storage drift$190K
Unused pipelines$180K
Model overuse$150K
WITH DPMS · 14-DAY AUDIT
Read-only. We touch nothing. We find the leak.
RECOVERED
$428K
Identified in fourteen days. Named workloads. Real dollars.
YOU KEEP 80¢ OF EVERY DOLLARTwenty cents goes to us. Only if savings appear.
§ 3:12 AM

The same break. Two endings.

One ends in a Monday-morning disaster. The other ends before anyone wakes up.

WITHOUT DPMS

A Monday morning disaster.

03:12
A pipeline silently breaks.
NOBODY NOTICES
04:00
Wrong numbers flow into the warehouse.
STILL UNDETECTED
07:30
CFO opens the board pre-read.
TRUSTS THE NUMBER
09:00
Forecast is wrong by seven figures.
BOARD ASKS WHY
11:42
Engineering tries to reproduce.
PAGER STORM
17:18
Root cause: a connector schema change.
TWO QUARTERS OF TRUST · GONE
Two quarters of board trust. Gone in nine hours.
WITH DPMS

Nobody even knows there was a problem.

03:12
A pipeline silently breaks.
DPMS WATCHING
03:13
Issue detected. On-call channel quiet.
AUTO-DIAGNOSING
03:15
Root cause identified — schema change.
LINEAGE TRACED
03:17
Fix drafted. Tests written.
PR ASSEMBLED
03:22
On-call gets one Slack: approve?
ONE TAP TO MERGE
08:00
Standup begins. Nobody knows.
BOARD PRE-READ INTACT
Ten minutes from break to merged. The board pre-read was already right.

Same pipeline. Same break. Different ending. That's what you buy.

◐ PIPELINE · LIVE
HEALTHY
OK
INGEST
12.4M/h
AUTO-FIX
TRANSFORM
4 min
OK
SERVE
99.97%
OK
OBSERVE
0 alerts
✦ AUTO-FIX LOG · 24H14 FIXES
PR #142orders.amount · schema drift patched4mREVIEW
PR #141inference cache · TTL bumped 300→600s38mMERGED
PR #140dbt_models · null guard added2hMERGED
$428K
SAVED · 30D
4 min
MEAN TIME TO REPAIR
99.97%
UPTIME · 30D
§ THE MISSION

Hope is not a strategy.

Twenty years ago, Google had a problem. Sites went dark. Engineers got paged at 2 a.m. Hope — and adrenaline — kept the lights on. So they wrote a playbook. They automated the fixes. They turned firefighting into a profession. A thirty-billion-dollar industry followed.

The same fire is burning now — one floor up. AI pipelines break in ways nobody warned you about. The AI bill compounds quietly while you sleep. The model that worked last month starts drifting next month. Once again, hope is not a strategy.

DPMS is the engineer that never sleeps. The one who notices the break before you do. Drafts the fix. Tests it. Waits for your nod. Then ships it. You don't pay for the watch — you pay for the dollars it saves you. The bill follows the receipt.

§ WHY NOW

The next category is not data.

2000s
Data became digital.
2010s
Data became searchable.
2020s
AI made answers cheap.
2030s
Decisions are the bottleneck.

Data is solved. Search is solved. Answers are cheap. The bottleneck moved.

§ THE DOCTRINE

The old job is done. The new job pays for itself.

I

Heritage

DPMS, 2018. We built the plumbing that moves data — across two hundred-plus systems the world's biggest companies already trust. Years of engineering nobody else has. The plumbing still works. The plumbing isn't the point anymore.

II

Diagnosis

By 2026, the big clouds had eaten the simple parts. The dashboards that just tell you something's broken — table stakes. The job changed: don't just watch the fire. Put it out. Before anyone notices.

III

Rebirth

So we rebuilt DPMS as the engineer that never sleeps. The one who notices, diagnoses, drafts the fix, and waits for your nod. You pay only for the dollars it puts back on the table. Not a seat. Not a promise.

§ THE CAPABILITIES

Eight ways your bill gets smaller. Starting this month.

◐

See where the money's leaking.

Fourteen days. Read-only. We show you exactly which workloads are burning cash — and a guaranteed savings number you can take to the CFO.

✦

Fixes itself before you wake up.

The 3am pipeline break? Already diagnosed, already drafted, waiting on your one-click approval. Your data team gets weekends back.

◫

When the AI gets it wrong.

It retries. It swaps models. It refines. It escalates only when a human is truly needed. No more silent failures eating your budget.

∫

Hit "rewind" on any decision.

Every run. Every prompt. Every model. Replay it end-to-end. So when something goes sideways, you know exactly why — and so does your auditor.

⌬

Stop paying premium for simple jobs.

A simple question doesn't need a genius model. We route each task to the cheapest brain that gets it right. You keep the savings.

◇

Plays with every tool you own.

Two hundred-plus connections to the systems your team already lives in. No rip-and-replace. No twelve-month migration. Day one.

✺

Know next quarter's bill — today.

AI and data costs forecast 30, 60, 90 days out. Flagged before they break the budget. No more end-of-month surprises in the CFO's inbox.

✦

Audit week, in an afternoon.

SOC 2. GDPR. EU AI Act. The evidence pack already assembled, already signed. Your legal team stops cancelling vacations.

§ THE FOURTEEN-DAY AUDIT

Fourteen days. No commitment. A guaranteed savings number.

I

We look. We touch nothing.

Read-only. No changes. No risk. We see only the bill. Your data, your systems, your secrets — never leave your building.

II

We find the money on fire.

The queries burning cash. The reports nobody reads. The AI calls hitting the most expensive brain to ask the simplest question. All of it — named, sized, priced.

III

You see the bill drop. For real.

A guaranteed number. Workloads named. Dollars attached. You pay only if next month's invoice actually goes down. We carry the risk. You keep the savings.

THE DPMS PROMISE

If we can't find measurable savings in fourteen days, you pay nothing. We disappear.

That is the entire contract. No retainers. No platform fees. No seat licenses. You don't pay for the watch. You pay for what gets put back on your table.

§ THE BUYER

Three seats. One dashboard.

THE CTO

Your team sleeps through the night.

The 3am page. The 6am scramble. The Monday standup that starts with apologies. All of it — handled before anyone wakes up. Your best engineers stop quitting.

THE CFO

The bill stops surprising you.

Next quarter's AI and data costs — forecast today. Flagged before they break the budget. No more "we didn't see this coming" in the board meeting.

THE CISO

When the auditor calls — you smile.

Every run. Every decision. Every override. Filed, dated, signed. The evidence pack that used to take three weeks now takes an afternoon.

A PERSONAL PACT · KOUSHIK SRINI SEETHULA

Send me last month's data bill. I'll find the money on fire.

Fourteen days. Read-only. We find the workloads burning cash — and put a number on it. If we find nothing, you owe nothing. If we find something, you keep eighty cents of every dollar we save you. The risk is mine. The savings are yours.

14 DAYS
$0 IF WE FIND NOTHING
80% OF SAVINGS STAY
Product interestoptional

Name and email are all we need. The rest helps us prepare.

DIRECT FROM KOUSHIK·[email protected]·DIRECT ACCESS · COHORT ONE
THE INVITATION

Free audit in fourteen days. Savings or you owe nothing.

Read-only access. Direct line to Koushik for the duration of the audit. No commitment until savings appear on the next month's invoice.