Concrete value, measured for banks and investors

No slogans. Every number below is either shipped, measured on this site, or a clearly-marked addressable market. This is the discipline a financial institution audits before it funds.

800kTunisian taxpayers / retailers in the fiscal-POS transition addressable
5,000+fiscal-POS stations already homologated (CIMF / NACEF) shipped
8,792catalogue images served from my own CDN in production
0 EURmarginal cost per generated image, on a 4 GB GPU measured
The first, fastest money engine

Finance the retailer's fiscal POS, get paid first

Tunisia is moving 800,000 taxpayers onto compliant fiscal cash registers through the 2025 to 2028 transition. Most retailers cannot pay the hardware and homologation upfront. DarwinX turns that friction into a governed, recurring revenue engine: we finance the POS, the retailer pays it back from the sales it records, and every ticket is signed, audited and transmitted to the tax authority automatically.

1 · FinanceWe supply and homologate the fiscal POS for the retailer, no upfront wall.
2 · RecordEvery sale is a signed fiscal ticket (XAdES), transmitted to the authority.
3 · RepayA small share of each recorded sale repays the POS. We are paid first, from real revenue.
4 · ComplyThe retailer is compliant through the transition, with zero fiscal risk.
5 · CompoundGoverned data (anonymised, consented) powers credit, insurance and analytics.

Model shown for illustration of the go-to-market. Pricing and financing terms are set per engagement and per regulation. The 5,000+ station homologation is Habib's shipped track record; the 800,000 figure is the addressable population of Tunisian taxpayers in the transition, not a customer count.

Capabilities, with values

What DarwinX brings, and how it is measured

CapabilityConcrete valueHow it is audited
CDN & storage8,792 images migrated to a free S3-compatible CDN; recurring cloud bill turned to near zerosha1 content-hash naming, per-asset manifest, public read URL
RetrievalOn-prem BM25 + contextual ranking, 0 data egress, sub-second on a local corpusevery chunk sha-tagged, score shown per result (see Corpus / Studio)
Data scienceML and RPA since 2020; first prize at ESPRIT two years running; credit-risk, ECL and scoring modelsversioned models, deterministic seeds, reproducible metrics
GenerationFashion and catalogue images on a local GPU, ~10s each, cost 0, outputs ownedprompt / seed / model / licence baked into every file
AuditEvery fiscal ticket XAdES-signed; every AI action logged; 100% traceableimmutable audit log, cryptographic signature chain, TSA timestamp
GovernanceRules encoded as data (OWL / SHACL / SWRL), validated at runtime, not prompteda regulator reads the rule that fired on every decision
Cost engineeringByte-stable KV-cache cuts inference cost ~6x; overspend mathematically impossibleatomic balance check, per-tool metering, cache-hit trace
Why fund this now

The window is open, the track record is real

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Regulatory deadline

The 2025 to 2028 fiscal transition is a hard, government-driven deadline. Every one of 800,000 taxpayers needs a compliant POS. This demand does not depend on marketing.

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Already shipped

5,000+ stations homologated, an ODS certified on Temenos Exchange, a 92-entity core-banking migration. Not a prototype, a production track record a bank can verify.

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Governed and cheap

Local GPU, on-prem retrieval, free CDN, 6x cache savings. The unit economics work at Tunisian scale, and the governance satisfies a regulator.

The science behind DarwinX For banks See the capabilities live