It's in the register exports, the schedules and the inventory counts you never open — and nobody has time to go get it.
Every number shows its work. Runs on your machine. Never makes a number up.
SELECT SUM(line_revenue)
FROM sales_transactions
-- 136,763 rows · recomputed live
-- ✓ matches: $10,841,171.31
Bring one messy export. Watch your own figure show its work — and walk out with the receipt.
Savings is profit that doesn't cost you a single new sale — the first thing it finds tends to pay for the box.
Never clean a file again.
The box. The morning brief. Your sharpest operator, daily.
The whole nervous system, for multi-site operations.
Not sure if it's the Clean Room or the whole box? Twenty minutes on your own files and you'll know.
The market for AI business analytics is crowded, but it splits along lines that leave a clear opening. Cloud tools require handing your financials to an outside server. Local tools that keep data private are general-purpose shells with no business logic. And nearly every product treats fabricated numbers as a problem to reduce rather than one to prevent. Ricerca is the only one that combines every property below in a single product built for an owner without a data team.
Ricerca Local · Owned |
Power BI Microsoft Cloud |
AirgapAI Enterprise Local |
Dot Cloud Analytics |
Querri Cloud SMB |
|
|---|---|---|---|---|---|
| Runs fully localdata never leaves the machine | ✓ | ~Desktop local; Service is cloud | ✓ | ✕cloud | ✕cloud |
| No data warehouse requiredworks without IT setup | ✓ | ~built around a data model | ✓ | ✕warehouse-connected | ✓ |
| Numbers cannot be fabricatedprevented, not merely reduced | ✓deterministic gate | ~dashboards exact; Copilot not gated | ✕general AI | ~audit trail only | ✕ |
| Source receipt on every figuretraceable to the data | ✓ | ~drill-through to the model | ✕ | ✓ | ~ |
| Handles messy real-world datacleaning built in | ✓ | ~Power Query, but manual | ✕ | ~expects clean warehouse | ✓ |
| Built for a non-technical ownerno data team needed | ✓ | ✕DAX & data modeling | ✕enterprise IT | ✕data teams | ✓ |
| Self-running briefs & auditsa report waiting each morning | ✓ | ~scheduled refresh | ✕ | ~scheduled reviews | ✕ |
| Pricing modelown it vs. rent it | Own itone machine, no rent | Subscriptionper user | Enterprise license | Subscription | Subscription |
Each competitor owns one or two of these and misses the rest. Power BI cleans and charts beautifully, but it's a per-seat subscription built for analysts — and its AI can still invent a number. AirgapAI is local but a general enterprise tool. Dot has the audit trail but lives in the cloud and needs a warehouse. Querri cleans messy data but is cloud, subscription, and cannot stop a made-up number. Ricerca is the only product that holds all of them at once.
Competitor capabilities are summarized from publicly available product materials as of June 2026 and are subject to change; verify current details before relying on them for a decision. Ricerca capabilities reflect the built and tested system.
Week of September 8: revenue 28% under its usual pace.
Two managers left that same week — and on the days you ran short-staffed, sales dipped right along with them.
Your best seller — about $1.6M of sales a year — sat out of stock the entire Black Friday week, and nobody logged why.
Father's Day is 21 days out. Last year it ran $24k against a normal-day $17k.
Your slow week, your stockout, your next holiday — pulled from files you already have.
The morning brief might open: the month finished up 18%, and a stack of regulars hasn't been back in months — a win-back offer is the cheapest sale you'll make. Then you can ask it anything, in plain English.
VERIFIEDMen’s apparel generated $35.5M. Women’s generated $3.3M — a 10.8× gap that mirrors the catalog mix.
VERIFIEDThe top item, Plaid Overshirt, accounts for 10,910 units — a 2.38% share of the 457,735 total.
DESCRIPTIVE“Aisle” placements lead revenue, followed by “End-cap” and “Front of Store” — placement is a meaningful lever.
Zara_Sales_Analysis.xlsxSales Volume(item) / total Sales Volume251 · receipt-verifiedZara_Sales_Analysis.xlsxAsk in plain English. The answer comes back with the math attached — click any gold number and its receipt opens right in the window.
Send your messy export. The first answer comes back with the math already attached.
By the time you unlock the door, the brief is already waiting.
No cloud. No accounts. No quiet uploads. Ricerca is a machine that plugs into your network, reads what you give it, and answers to no one but you.
A briefing takes twenty minutes. You'll watch your own numbers prove themselves — and you'll keep the report either way.
A briefing takes twenty minutes. Gather what you already have — the machine does the rest, and nothing you bring ever leaves the building.
Clean Room $8,000 · Core $15,000 · Infrastructure $50,000+ — one-time, no subscription
hello@ricercalabs.com
A twenty-minute briefing on your own numbers, receipts included. This form is the only thing this page ever sends — and it only goes to us.
Bring one messy file. Leave with its story — and the receipts to prove it.
Know the unknown, now