·Architecture
Why Stateful Agents & Domain SLMs Beat Generic Chatbots
Chatbots are stateless and break during complex workflows. Here is how stateful memory loops and fine-tuned SLMs power real enterprise operations.
AFRICAN AI. ENGINEERED FOR REALITY.
Intelligence built for the way Africa works.
We build AI products and intelligent systems that help African businesses turn complex operations, fragmented data, and real-world constraints into opportunities for growth.
Local context.Global standards.Real impact.
AI Systems
Agents, automation and integration
Applied AI Research
Models adapted to real-world needs
African AI Products
Solutions for underserved markets
Responsible Deployment
Security, evaluation and human oversight
OUR PRODUCTS
Solving real problems
with African AI.
Our product suite is designed for African businesses, communities and institutions. Each solution uses AI to turn data into better decisions, greater efficiency and more inclusive growth.
View all productsNaalaStock
Inventory intelligence
Track stock, predict demand, reduce waste and keep your business moving.
NaalaScore
Financial risk intelligence
Assess credit risk, detect fraud and make faster, data-driven decisions.
NaalaFarm
Agricultural decision support
Get crop insights, weather alerts and market information to improve yields and income.
NaalaHealth
Accessible health information
Provide trusted health information, connect people to services and support healthier communities.
We combine deep technical expertise with a practical understanding of African markets to build solutions that create real value — for businesses, communities and the continent.
AI Engineering•Products•Research•Impact
THE ENTERPRISE REALITY
The bottleneck isn't a lack of AI. It's that most AI can't talk to your systems.
Mid-market FinTech, InsurTech, and logistics firms across Africa have the APIs and data. What they lack is a stateful agent layer that can reason over both securely in real time.
15+ hrs/week lost
Manual fallbacks cost 15+ hours weekly
Enterprise teams spend hours manually cross-referencing CSVs, reconciling payments, and fixing dropped data records between disconnected tools.
Engineered for African EnterpriseArchitecture 2.0
Stateless breakages
Generic AI chatbots fail in real workflows
Off-the-shelf LLM chat solutions lack system memory and state. They hallucinate when querying core banking databases, ERP ledgers, or logistics pipelines.
Engineered for African EnterpriseArchitecture 2.0
Fragmented data
Data remains siloed across legacy architectures
APIs exist in silos. Your payment gateway, CRM, and SACCO accounting core rarely speak to one another in an autonomous, context-aware reasoning loop.
Engineered for African EnterpriseArchitecture 2.0
Zero local nuance
Western AI ignores African business realities
US and EU solutions fail on unstructured SMS receipts, regional vernacular, low-bandwidth edge connectivity, and national data sovereignty regulations.
Engineered for African EnterpriseArchitecture 2.0
AI ENGINEERING CAPABILITIES
Deterministic AI systems built for
production enterprise.
No toy prototypes or brittle wrapper chatbots. We design and deploy high-throughput, stateful infrastructure that integrates natively into your existing stack.
Autonomous WorkflowsProduction Ready
Stateful AI Agents & Swarms
Multi-agent orchestration systems that preserve state across sessions, call external tools & APIs, resolve multi-step business logic, and automate high-volume operations.
Key Deliverables
- Agent orchestration runtime
- Tool-calling & memory bus
- Human-in-the-loop fallback hooks
Small Language ModelsQuantized AWQ/GGUF
Domain-Adapted SLMs & Edge Inference
Custom fine-tuned 1B–8B parameter models optimized for African vernacular, financial terminology, legal records, and low-latency edge deployment.
Key Deliverables
- African dialect & slang LoRA tuning
- 4-bit edge quantization
- Offline & on-premise runtime engine
Core AI PipelinesPan-African Datasets
Raw Machine Learning & Vision Systems
Custom neural architectures, specialized embeddings, predictive risk scoring engines, and vision OCR tailored to IDs, handwritten documents, and local invoices.
Key Deliverables
- African national ID / Passport OCR
- Real-time credit risk scoring
- Telemetry & evaluation loops
Enterprise InfrastructureAPI Wrappers
Zero Rip-and-Replace Integration
We integrate our AI pipelines directly into your existing core banking, SACCO ledgers, ERPs, Kafka/RabbitMQ streams, and microservices.
Key Deliverables
- Core banking & ERP connectors
- Sub-50ms query processing
- VPC isolated & SOC2 compliant
Have a bespoke AI engineering requirement?
We conduct 14-day pilots and architectural audits for enterprise engineering teams.
TARGET INDUSTRIES
Engineered for high-stakes
African industries.
Proven architectures deployed across financial institutions, logistics networks, and health systems where reliability is mission-critical.
FinTech & Payments
Latency < 35msThe Operational Challenge
High customer query SLA, manual payment gateway reconciliation & transaction disputes.
Our Applied Architecture
Stateful autonomous triage agents integrated directly into core AWS/GCP payment webhooks.
Measured Impact62% query SLA reduction
SACCOs & Microfinance
Offline-FirstThe Operational Challenge
Thin-file borrowers, paper documentation & fraud in manual loan verification.
Our Applied Architecture
Domain-adapted SLMs trained on local KYC documents and historical default patterns.
Measured Impact3.5x faster turnaround
InsurTech & Underwriting
Vision OCRThe Operational Challenge
Slow claim settlement, document tampering & manual accident assessments.
Our Applied Architecture
Computer vision document verification and multimodal fraud anomaly detection.
Measured Impact85% faster claim closure
Logistics & Supply Chain
Edge DeployedThe Operational Challenge
Intermittent field connectivity, misplaced inventory & siloed warehouse ERPs.
Our Applied Architecture
Edge-quantized models running locally on warehouse devices with asynchronous sync.
Measured ImpactZero data dropouts
APPLIED AI RESEARCH
Engineering Perspectives &
Technical Case Reports.
Benchmarks, stateful agent loops, domain-adapted SLMs, and lessons learned from production deployments across East Africa.
·Case Study
Case Study: Reducing FinTech Query Processing Time by 62%
How a stateful triage agent integrated directly into a Nairobi FinTech's core AWS API stack to eliminate 13+ hours of manual weekly fallbacks.
Low-Risk Engagement Model
The 14-Day Production Pilot Blueprint
Avoid months of speculative consulting. We scope a single critical bottleneck and deliver a production-ready proof-of-concept in 14 business days.
01Days 1–3
API Audit & Scope
Map existing services, review auth/RBAC protocols, and isolate a single high-impact bottleneck.
02Days 4–7
Agent Architecture
Design stateful reasoning loops, memory schema, tool-calling definitions, and sandbox testing.
03Days 8–12
Live Prototype Build
Connect against your staging schemas, benchmark latency under load, and implement fallback hooks.
04Days 13–14
Telemetry & Handoff
Full source code ownership, audit documentation, observability dashboard, and engineering walkthrough.
01 / Targeted Scope
One Critical Bottleneck
Focused engineering on high-ROI operations — automated ledger reconciliation, loan underwriting SLMs, or KYC vision triage.
02 / Predictable Pricing
Fixed Flat Fee ($3k – $8k)
Transparent flat engagement fee based on API surface complexity. Zero hidden retainers or consulting creep.
03 / Code Ownership
Full IP & Native Handoff
You own 100% of the repository, models, and Docker/Kubernetes manifests. Deploy in your VPC or on-premise.
No long-term commitment required. We assess your stack and deliver a concrete scope proposal within 24 hours.
Ready to automate your workflows?
Tell us about your current API architecture and the operational bottleneck keeping your team up at night. We'll respond within 24 hours with a proposed pilot scope.
Headquarters
Nairobi, Kenya — Serving East & Pan-African Enterprise
Response SLA
Direct engineer response within 24 hours