We built a data engine that tells the truth. Then we made films worthy of it. Watch with sound.
The flagship — a one-minute blockbuster. An army of messy data swarms the office, until a black-and-gold box splits open and a worker takes up a blade of golden light. An epic battle on the mountainside, the titan of chaos cracked to dust, and "Goodbye, Messy Data" written across the sky. The data scientist in a box: the unknown, made known, made profitable.
A figure pulled into a black hole ringed with equations and DNA, a warp across the cosmos — and a calm white room on the far side: "I know exactly what to do."
The short cut. Paperwork erupts across the kitchen, the black-and-gold box splits open, and the worker rises in golden armor — then calm, in command. The epic, condensed to fifteen seconds.
Neon light, glowing eyes, silhouettes running toward the source. The unknown is not a mystery — it's a thing you can finally see.
Faces carved out of the dark, one after another, resolving into the mark. Know the unknown.
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.