Nairobi · Pan-African · Sovereign ML
Ml.ke
Machine intelligence
for sovereign
Africa.
Mission-critical ML infrastructure for governance, telco security, and continental-scale commerce — trained, audited, and deployed on African soil.
Inferences / sec
0+
Models Deployed
0
Gov't Nodes
0+
Uptime SLA
99.99%
Vendors to 12+ Governments
Trusted ML infrastructure for ministries and state departments across the East African trade bloc.
Sovereign Data Custody
Models train and infer inside jurisdictional boundaries — GDPR, Kenya DPA, and AU data sovereignty aligned.
Private Intelligence Ops
Discrete AI threat intelligence for multi-nationals and security agencies in high-stakes territories.
Neural Verticals.
Telco Threat ML
Edge anomaly detection and network hardening for rural and metro telco infrastructure.
Route Optimization
Reinforcement-learning logistics for cross-border corridors with sub-second recalculation.
Utility Compliance
Computer-vision and NLP auditing for national utilities and large property portfolios.
Market Tradecraft
Algorithmic market intelligence and sovereign financial surveillance models.
Inference Fabric.
From edge sensors to sovereign GPU clusters — a closed-loop ML pipeline with full audit trails.
Ingest
Kafka · MQTT · SFTP
Train & Serve
PyTorch · Triton · ONNX
Govern
Audit · RBAC · DPA
Layer 01
Feature Store
Versioned, lineage-tracked features with point-in-time correctness for regulated workloads.
Layer 02
Model Mesh
Canary, shadow, and A/B serving with automatic rollback on drift or latency breach.
Layer 03
Sovereign Vault
Encrypted model weights and inference logs — never leave designated regional nodes.
ke-vision-corridor-v3
border · cargo · CV
sw-ke-compliance-llm
Swahili · legal · audit
route-rl-eac-7
logistics · EAC · RL
fraud-tabular-mpesa-xgb
payments · anomaly
utility-meter-cv-2
utilities · OCR · CV
Inference Console.
Run a simulated query against the Ml.ke fabric. Responses stream from the Nairobi sovereign node.
Ml.ke inference runtime v2.4.1
Session encrypted · DPA vault attached
─────────────────────────────────
awaiting query
API-first fabric.
Authenticate with regional keys, stream predictions, and attach audit metadata on every call.
- check_circle gRPC + REST — dual protocol with OpenAPI 3.1 specs
- check_circle Streaming SSE — token-level and batch inference streams
- check_circle Webhook hooks — drift alerts, SLA breaches, model promotions
curl -X POST https://api.ml.ke/v1/infer \
-H "Authorization: Bearer $MLKE_KEY" \
-H "X-Region: ke-nairobi" \
-H "Content-Type: application/json" \
-d '{
"model": "ke-vision-corridor-v3",
"input": { "corridor": "MSA-NBO" },
"audit": true
}'
Sovereign Intel
Audit & Defense.
Dedicated intelligence infrastructure for government-grade auditing and private security — the substrate for national stability.
Government-Grade Audit
End-to-end transparency engines for national security agencies and oversight bodies.
Private Security Intelligence
Threat vector analysis and neural monitoring for private defense firms.
Zero-Trust Model Serving
mTLS between every hop — weights never leave designated sovereign nodes.
Initialize Ml.ke
Connect your enterprise or governance body to the African machine intelligence fabric.
Field Validation.
"Ml.ke's route models cut our regional cross-border turnaround by 42%. The real-time audit layer is unlike anything in the EU market."
David Kipkorir
Director of Logistics, EA Bloc
"The sovereign intelligence layer lets us stay DPA-compliant while scaling across three legal jurisdictions."
Sarah Mbolu
Legal Tech Lead, Global Enterprise
"We've hardened critical rural infrastructure with Ml.ke's telco threat models. Mission-critical for Kenya."
John Omari
CTO, Infrastructure Security