Intelligent Agents Engineered for
M-Pesa, KRA, BRS & OCR Rails.
We don't build generic AI wrappers. We engineer autonomous agents and workflows integrated directly into M-Pesa Daraja, KRA eTIMS, BRS lookup, Paystack, and document OCR systems.
Capabilities
Agent architectures reframed for real business.
WhatsApp-First Support Agents
24/7 intelligent conversational agents on the channel your customers actually use — trained on your catalog, brand voice, and Kenyan English + Swahili + Sheng.
Document Intelligence Agents
OCR + LLM pipelines that parse CR12s, KRA PIN certificates, BRS filings, contracts, and lease agreements — extracting key fields and flagging compliance anomalies.
Operations Automation (M-Pesa + Paystack + KRA)
Connect internal tools, webhooks, and regional payment rails to execute multi-step business actions automatically — reconciliation, payout splits, and fiscal logging.
Customer Data & KYC Agents
Clean, classify, and enrich inbound customer records at scale — including automated KYC checks against CR12, Kenya Sanctions List, and OpenCorporates.
Internal Engineering Copilots
Repo-aware assistants fine-tuned on your internal architecture, conventions, and the local regulatory context your code lives in.
Built on the rails your business runs on.
Your business doesn't run on Stripe and US SaaS. It runs on M-Pesa, KRA iTax, eTIMS, Paystack, and BRS registries. We build agents that talk to these systems natively.
M-Pesa (Lipa na M-Pesa, Pay Bill, Send Money)
Paystack & Flutterwave (Cards, Bank Transfer)
KRA iTax (PIN validation, Returns, Tax Payments)
BRS & iPRS (Company search, Name availability)
eTIMS (Receipt generation, Fiscalisation)
Equity / KCB / Co-op Bank Open APIs
Safaricom & Airtel SMS Gateways
OneSignal & WhatsApp Business API
Production KPI & Accuracy Metrics
Real-time execution telemetry across autonomous support agents, RAG vector retrieval pipelines, and automated business workflows.
- 42.5%Product Guidance<120ms
- 30.2%Billing & Accounts120-180ms
- 18.8%Technical Setup180-240ms
- 8.5%Human EscalationFallback
- 45.0%Documentation Search<45ms
- 28.6%Contract & PDF Parse45-85ms
- 16.4%Catalog Ingestion85-120ms
- 10.0%Semantic Reranking120-160ms
- 40.1%CRM Webhook Routing85 hrs/mo
- 32.4%Email Data Extraction62 hrs/mo
- 18.5%Invoice & Sync Jobs44 hrs/mo
- 9.0%Ops Slack Alerts18 hrs/mo
Process
How we deploy autonomous agents.
Define Rails
Map decision points, API endpoints (M-Pesa, KRA, BRS), and data constraints.
Model Selection
Select optimal vision & reasoning LLMs (GPT-4o, Claude 3.5 Sonnet) for cost & latency.
Prompt Guardrails
Craft deterministic system prompts with zero-hallucination guardrails for financial data.
Integration
Connect agent functions to production webhooks, RLS databases, and regional APIs.
Monitor & Audit
Track conversation logs, execution traces, and human-in-the-loop fallback triggers.
Proven Regional Impact Scenarios
eTIMS Receipt Generation & Fiscal Logging
Automated fiscal receipt generation cut reconciliation time from 4 hours/day to 12 minutes/day for a Nairobi restaurant group. Every sale scanned, every receipt fiscalised.
M-Pesa Ledger Reconciliation
Daily M-Pesa statement parser matches incoming payment codes to outstanding invoices, posts the receipt, and emails the customer — replacing a 2-person accounts task with 1-click supervisor review.
BRS Filing Pack & Company Prep
Given a proposed company name + 3 alternates, the agent returns availability in 60 seconds and pre-fills CR1, CR2, and CR8 forms — turning 2-day filing prep into a 30-minute review.
CR12 & AML Screening Pack
Given a Kenyan company name, the agent pulls the latest CR12, OCRs the directors, cross-checks against the Kenya Sanctions List, and generates an AML compliance PDF in 90 seconds.
KRA iTax VAT Pre-Fill & Reminders
Weekly digest to SME owners: 'VAT return due in 4 days, figures pre-filled in iTax, review and submit.' Reduced missed-filing penalties by 89% across a 40-client accounting portfolio.
Tenant Rent Receipting & WhatsApp Collection
On the 1st of every month, the agent generates rent receipts, sends them on WhatsApp with Pay-Bill details, watches for M-Pesa notifications, and marks rent as paid.
Data Privacy, KES Billing & In-Region Hosting
We engineer systems with strict human-in-the-loop controls, audit-ready logging, and localized data isolation.
- Human-in-the-loop for every irreversible action (Lawyer signs filing, Accountant approves iTax submit)
- M-Pesa, KRA, and BRS data is tenant-scoped and isolated via Supabase Row Level Security (RLS)
- Audit-ready execution logs recording prompt, tool call, source data, and user timestamp
- Confidence-gated handoffs — below 95% confidence, the agent pauses and requests human review
- Transparent KES-only billing — no surprise USD conversions or card FX fees
- In-Region hosting options — AWS Cape Town (af-south-1) or Vercel Frankfurt edge deployment