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NUMU Group · Services & Custom AI

When platforms
aren't enough.

Custom software engineering, AI-native digital products, and AI agents for business and government processes — delivered by senior teams who ship to production and stay accountable for the outcomes.

In production
11+ years
Specialists
100+ across 4 cities
Sectors
Retail · Gov · Finance
Approach
Senior on day one
Engineering practice across
// NDA · names available after discovery
Retail networks
MENA · CIS
Banking & financial services
GCC
Government & ministries
MENA
Transport & logistics
Regional
Energy & utilities
Regional
Telco & technology
Multi-country
When you need engineering, not a product

Off-the-shelf platforms cover 80%. The other 20% defines your business.

Most organizations buy SaaS for the boring parts and end up building the strategic parts themselves — badly, late, and at twice the cost. Our engineering practice takes ownership of those strategic 20%: the custom systems that don't fit any vendor's roadmap but define how the business actually runs.

Vendor lock-in vs. strategic differentiation

SaaS commoditizes operations. Real differentiation lives in the systems you own and control end-to-end.

AI-native, not AI-bolted-on

Retrofitting AI on a legacy product is expensive and brittle. Greenfield AI-native products start with the right architecture.

Repeatable work waiting for agents

Permits, approvals, classifications, status updates — workflow agents that handle structured work with audit trails.

Procurement-grade engineering

Government and enterprise procurement requires audit trail, role-based access, defensible SLAs — built in, not bolted on.

Senior delivery, not pitch-and-handoff

Discovery, architecture, and lead engineering run by senior people. We don't pitch with partners and deliver with juniors.

We ship to production

Every engagement ends with running software, not slide decks. Operations and ongoing support included where needed.

How we work

Four moves from problem to production.

Every engagement — custom product, AI-native build, or agent program — follows the same shape. The shape protects timelines, surface risk early, and keeps commercials transparent.

01 / Discover
Understand the operation.

60–90 min working session. We map the current process, the stakeholders, and the real failure modes — not the org chart.

02 / Architect
Design what's defensible.

System architecture, data model, integration map, AI scope, security and compliance footprint — in writing, with assumptions explicit.

03 / Build
Ship in iterations.

Cross-functional team builds in 2-week iterations against agreed KPIs. Senior reviews on every commit; production-grade from week one.

04 / Operate
Run, improve, hand over.

We operate jointly with your team, then transition ownership on a clear schedule. No surprise lock-in; full source, documentation, and runbooks.

Four service streams

Pick the engagement that fits the problem.

Engagements run independently or in combination — discovery is shared, delivery is scoped per stream. All four streams operate under the same engineering practice and senior governance.

Services · 01

Custom software development

End-to-end product engineering: discovery, architecture, build, and operate. From new digital products to operational systems that connect what your business already runs on.

  • Full-stack web and mobile
  • Operational and back-office systems
  • Integration with ERP, CRM, BI, government registries
  • Modernization of legacy systems
Book scoping
Services · 02

AI-native digital products

Greenfield products built around AI from day one — not retrofitted. Evaluation, scoping, rapid productization, and the architecture that makes AI part of the core, not a feature flag.

  • Voice, video, vision, and language AI products
  • Model integration (LLM, classical ML, custom)
  • Evaluation, eval-driven development, telemetry
  • Productization (UX, billing, ops, support)
Book scoping
Services · 03

AI agents for business processes

Workflow agents that handle structured operations across CRM, ERP, and core systems — with human handoffs where they matter. Built for predictable, auditable, repeatable work.

  • Sales operations and account workflows
  • Back-office, finance, procurement
  • Customer service and case triage
  • Reporting, status updates, internal coordination
Book scoping
Services · 04

AI agents for government & cities

Compliance-grade agents for permits, enforcement, citizen services, and inter-agency processes. Role-based access, full audit trail, defensible SLAs — built for public-sector procurement.

  • Permit and licensing workflows
  • Citizen self-service portals
  • Inter-agency data and case sharing
  • Enforcement and adjudication support
Book scoping
Engagement & pricing

Three ways to start a services engagement.

Pricing for NUMU Services is fixed-fee where scope is defined, and time-and-materials where ongoing operation is the deliverable. Shared in writing after a discovery session.

01 / Discovery Complimentary

Scoping & architecture session.

Format 60–90 min · remote or on-site

A working session with our senior engineers and architects to understand the problem.

  • Current state and target outcomes
  • Indicative architecture sketch
  • High-level scope and approach
03 / Program Multi-year

Embedded engineering program.

Timeline 6–24 months · ongoing

A senior cross-functional team embedded with yours — for sustained product evolution and operation.

  • Dedicated senior team (2–10 people)
  • Quarterly OKRs and review
  • Joint roadmap ownership
  • Operations, support, and handover at any point
// commercials Fixed-fee where scope is defined · T&M where operation is the deliverable · NDA on request
Reference outcomes

Custom engineering, at production scale.

Multi-country distributor · custom retail operating system · MENA

A custom-built operating layer that no SaaS could replicate.

A multi-country distributor needed an operating system that crossed sales, merchandising, field-rep activity, distributor management, and trade-marketing workflows — with deep integration into their ERP and HRIS. NUMU's engineering team designed, built, and operated the platform across regions, replacing 7 fragmented systems with one source of truth.

  • One operating system replacing 7 fragmented tools.
  • Deep ERP / HRIS integration, owned and documented.
  • Embedded senior team transitioning to client ownership.
Working with NUMU on services

Bring engineering ownership back to the strategic 20%.

A working session with our engineering practice to understand the problem, sketch an architecture, and outline a fixed-fee path to production. Reference walk-throughs from comparable engagements available under NDA.