Data residency, by design
Sensitive banking, health, and public-sector data never leaves its legal borders. Models run on our local cluster or directly on-premise at the client.
Deep tech · Applied AI research · Sovereign infrastructure
The intelligence layer
for African AI
DipR AI is a deep tech lab building frontier-class models, sovereign compute, and applied research natively on African soil — so no external entity can ever pull the plug.
$ dipr deploy --model dipr-lm-base --region civ1
✓ weights loaded open-weight · locally owned
✓ data residency 100% in-country · Tier-III facility
✓ billing flat-rate · XOF · no token volatility
✓ inference online low-latency edge streams ready- Speakers served by our language stack
- 450M+
- Data residency for regulated clients
- 100%
- Tier-III colocated compute
- Raxio CIV1
- Infrastructure independence
- 36 mo
Why we exist
Breaking the API consumption trap
African enterprises are forced to rely on closed-source, foreign-hosted AI black boxes. That breaks data residency laws, exposes sensitive metadata to extraterritorial reach, and bills local businesses in volatile US dollars. We reject the wrapper model — we build the stack.
No geopolitical kill switch
A foreign API can change pricing, alter filters, or pull access overnight. Open-weight models owned and adapted locally make that impossible.
Predictable local-currency pricing
Flat-capacity enterprise tiers billed in XOF decouple West African businesses from fluctuating dollar-denominated token markets.
Frontier scale, not compromises
“Small models for Africa” is a mathematically flawed compromise. We train at the parameter scales dictated by empirical scaling laws — then distill for frugal inference.
The platform
Three layers. One sovereign stack.
From physical hardware to model weights, we own the full AI value chain — the same structural logic as elite foundational labs, executed with infrastructure realism.
Infrastructure layer
AI Sovereignty
A proprietary, high-density NVIDIA cluster collocated in the Raxio CIV1 Tier-III facility in Grand-Bassam’s VITIB SEZ. Uncompromised data residency, immunity from foreign regulatory interference, and absolute control over the regional AI value chain.
- Physical asset on our balance sheet
- Tier-III uptime under strict SLAs
- Hybrid cloud-to-local scaling model
Research layer
Applied AI Research
No API wrappers. Deep-tech research on model compression, architectural efficiency, and advanced quantization — turning raw compute into high-performance base models built for data-scarce, infrastructure-constrained environments.
- Frontier-scale training, frugal inference
- Open-weight releases and publications
- Audio-native, low-resource language modeling
Enterprise layer
Commercial Verticals
Sovereign infrastructure and research power three high-impact pillars for immediate market adoption across regulated enterprises, governments, and the regional mid-market.
- Language technologies for 450M+ people
- Frugal AI for low-tier devices and edge networks
- AI safety & security for regulated B2B and GovTech
Open research
World-class applied research, published openly
The open-weight, trust-by-control playbook: we release models and publish at elite venues to establish Francophone West and Central Africa as a hub for the next generation of AI — and to attract the continent’s best researchers home.
Speech processing · RL optimization · Efficiency
Frugal language technologies
Audio-native tokenization frameworks trained directly on regional data — Baoulé, Dyula, and beyond — instead of passing African languages through a French or English textual filter first.
ACL · EACL · NAACL
Model compression · Hardware-aware NAS · Edge inference
Frugal AI & compression
Open-sourced algorithms producing highly portable models without sacrificing performance — high-fidelity AI on standard consumer devices over fluctuating edge networks.
ICLR · ICML · NeurIPS workshops
Agentic IT auditing · Data privacy · Alignment
AI safety, security & sovereignty
Peer-reviewed case studies on sovereign data structures, plus an open-source agentic auditing sandbox for highly regulated B2B and GovTech clients.
ACM AIES · ACM EAAMO
Monitoring · Early-warning systems
Climate & flood analysis
Contributions to open-source initiatives such as InstaGeo, TAHMO, and AfriClimate AI, turning regional operational constraints into recognized scientific contributions.
Open-source & domain venues
Execution
Six milestones to sovereignty
A hybrid compute scaling model over 36 months: start on non-dilutive cloud, land the hardware locally, and let anchor enterprise contracts subsidize the cluster within its first year.
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Months 1–6
Cloud-first R&D
100% cloud workloads on non-dilutive allocations (NVIDIA Inception) to finalize core model architecture and fine-tuning.
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Month 3
Hosting environment secured
High-density power and rack-space SLAs finalized with Raxio Abidjan, in partnership with the Africa Compute Fund.
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Months 7–8
First racks on local soil
Physical procurement of the first 1–2 NVIDIA-based racks in Abidjan — the deployment layer transitions in-country.
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Months 8–12
Anchor contracts live
Local edge-links deployed; sandbox trials and initial live contracts with Tier-1 regional banks and telecom operators.
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Month 18
Commercial sustainability
Sandbox design partners converted into multi-year, local-currency (XOF) enterprise software contracts.
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Month 36
Full infrastructure independence
3–4 fully operational racks handling both core model training and regional enterprise inference natively on our balance sheet.
The team
Built to reverse the brain drain
Alumni of world-class global and African universities, with advanced postgraduate and industry experience in AI, digital trust, and cybersecurity. We offer what elite talent actually wants: compute, intellectual liberty, and hard problems — with international-grade vesting equity.
Cédric Manouan
CEO
AI engineer; incoming PhD student in AI Safety (INP-HB); former CMU-Africa research associate; lead writer of a $250k grant-winning proposal on African mother tongues; AI analyst at IFC.
Gabrial Z. Ashungafac
Chief Scientist
Applied AI research leadership across global and African institutions.
Edy Koffi
CTO
Senior software engineer specialized in cloud and DevSecOps; ESATIC alumnus.
Namory Fofana, PhD
Research
PhD in AI — vehicular edge computing, task offloading, deep reinforcement learning, trust management, federated learning.
Douatia Koné, PhD
Research
PhD in Free Space Optical communications.
Anchor the frontier of AI on African soil
We are raising a $500k pre-seed round complemented by NVIDIA Inception compute, on the path to a $10M seed. Investors, Tier-1 enterprises, researchers — let’s talk.