VAIG
VAIG — Versed Analytics & Intelligence Group

Technology
for institutions
that cannot
be wrong.

VAIG is a technology house. We design and ship solutions for individuals & organizations whose decisions cannot be reversed.

01 / Capabilities

Three disciplines.
One operating standard.

Analytics, infrastructure, and institutional delivery — combined into a single discipline for operators who need their software to behave like infrastructure, not like marketing.

Pillar 01

Analytical Infrastructure

Real-time dashboards, predictive models, automated reporting. We instrument operations so institutions decide on signal, not impression.

Pillar 02

Built for Context

Headquartered in Kigali, engaging worldwide. We design for the operating realities of each market — local infrastructure, payment rails, regulatory frameworks — wherever the system has to run.

Pillar 03

Enterprise Delivery

Measured rollout. Audited code. Production infrastructure from day one. We ship at the cadence institutions require — no faster, no slower.

DISCOVERY
100
DESIGN
100
BUILD
82
AUDIT
48
DEPLOY
14
02 / Disciplines

Six disciplines.
One operating standard.

We are not an AI company. We are not a dashboard company. We are a technology house — a small senior team that designs and ships across the full surface of how institutions instrument, decide, and run.

01

Analytics & Intelligence

Real-time dashboards, predictive models, and automated reporting. We instrument operations so institutions decide on signal, not impression.

02

Software Infrastructure

Production-grade web platforms, internal tooling, and operational systems. We ship software that institutions depend on every working day.

03

AI & Machine Learning

Applied AI — model integration, inference pipelines, fine-tuning. One discipline among many, deployed where it actually solves the problem.

04

Digital Twins & Simulation

Real-world systems modeled in software. Fleet behavior, property economics, agricultural cycles — instrumented, simulated, projected.

05

Data Interpretation & Pipelines

From raw ingest to interpreted signal. ETL, warehousing, schema design, and the analytical layer that makes the data legible to humans.

06

Decision Systems

The full stack of how an institution decides. Workflow logic, approval gating, audit trails, and the executive surface on top.

There is what runs.
And there is what runs reliably.
We build the second one.

A practice forged at the intersection of analytics, infrastructure, and craft.

03 / Selected Work

Platforms in production.

We do not publish every engagement. The disclosed entries below are platforms shipped to live operators; additional institutional work is ongoing and held in confidence.

Fleet Finance

Fleet Operations · Financial OS

Financial operating system for fleet operators. Per-asset profitability, payment collection, fines and debt tracking.

Active

Emox GLP

Ed-tech · Learning Platform

Education technology platform. Learning workflows, course structure, and student progression — designed for institutional ed-tech operators.

Live

FMS — Farm Management System

Agriculture · Operations Platform

End-to-end farm operations. Projects, fields, crops, tasks, inventory, harvests, payroll.

Deployed

Selected operator engagements

Financial Services · Digital Twins

Operator engagements across financial services and digital-twin systems.

ConfidentialOngoing
04 / The numbers

Operating at scale,
built to be audited.

Platforms in production
4+
Disclosed + ongoing
Revenue instrumented
Ms+
Tracked through deployed platforms
Sectors served
5
Fleet · Ed-tech · Ag · Financial · Twins
Disciplines covered
6
Analytics to decision systems
05 / About

Behind every well-run institution
is a layer of software
that simply does not fail.
We build that layer.

VAIG operates from Kigali. We work as a senior team across six disciplines — analytics, software infrastructure, AI, digital twins, data interpretation, and decision systems — for institutional clients whose operations cannot be paused for the wrong call.

Our work is deliberately quiet, deliberately rigorous, and built to outlast the marketing cycles around it. We do not publish every engagement. We do not race to the next launch graphic. We ship at the cadence institutions require, and we stay through the audits afterward.

The team is small by intention. Senior by composition. Available to a limited number of operators each quarter.

Founded in Kigali · Operating worldwide
Principle i.

Restraint

Fewer engagements. Deeper work. We accept what we can carry across the finish line ourselves.

Principle ii.

Audit

Every claim is verifiable. Every system is instrumented. The numbers are the numbers.

Principle iii.

Operators

We design for the person carrying the operational consequence, not the person sourcing the demo.

Principle iv.

Infrastructure

Software that runs reliably is the only kind worth shipping. The rest is marketing.

06 / Engage

Tell us what needs
to be built that
hasn’t been.

Fill in the fields and we’ll open a draft in your mail app — you stay in control of the send.