01
Operational Engineering.
The systems your business runs on. Platforms, workflows, integrations, modernization, infrastructure, WhatsApp operations, existing-system rescue.
7UNIT / WHAT WE DO
We do two things.
02
AI Engineering.
Intelligence inside those systems. Agents, voice, document intelligence, AI workflows, with human approvals, observability and governance designed in.
The outcome: better operations.
Less manual work, fewer disconnected systems, faster processes, more reliable operations. Proven in operational numbers, never vague multipliers. Most engagements need some combination of both pillars.
7UNIT / SERVICES
Engineering built for
the work that
actually matters.
Everything we take on builds the same thing: an operational core that holds, with governed AI inside it. Senior engineers own every engagement, from architecture to production. No handoffs to juniors, no disappearing after launch.
01 / PRIMARY SERVICE
Core offering
Full product engineering — scratch to production.
You have an idea, a problem, or a half-built system that needs rescuing. We take it from discovery to deployment — product thinking, system architecture, frontend, backend, integrations, and a clean handoff your team can operate. No disappearing after launch.
See how we work →What this covers
Discovery & system architectureDomain mapping, data model, integration points, and risk surface before a line of code.
Frontend & backend engineeringReact / Next.js, FastAPI, PostgreSQL, Docker. Production-grade from sprint one.
AI integration by designNot bolted on. LLM features, agents, and automation built into the architecture from day one.
CI/CD, deployment & handoffShipped, documented, and handed over with runbooks — not just a GitHub link.
Cluster 01, Operational Engineering
03
WhatsApp as a product surface
For businesses where sales, booking, and support already happen inside WhatsApp.
Best for conversation-led teams
Field proofBuilt and deployed for UAE businesses across real estate, hospitality, and B2B sales. 340+ daily conversations handled without agent involvement.
CLIENT SIGNAL
We needed WhatsApp to be the system of record, not an inbox. The team shipped a CRM our sales staff actually use — deals move without leaving the thread.
04
Fractional CTO & technical co-founder
For founders who need senior technical decisions before hiring a full engineering leadership team.
Best for founder-led builds
Engagement proofCurrently serving as technical co-founder for an entertainment booking platform in UAE — architecture, team structure, and 45-day MVP build.
See services →07
Platform modernization & migration
Modernize and migrate operational platforms with rollback-safe plans — not just configure around their ceiling.
Best for aging operational stacks
Migration proofWe operate at the layer configuration shops cannot: run your current stack, then replace its ceiling when the problem outgrows the tool.
See services →Cluster 02, AI Engineering
02
Running internally at 7Unit
7Unit AgentOps
For teams that need the coordination layer automated — without losing governance or visibility.
Best for multi-tool workflows
Internal proofStructural approval gates and attributable agent actions, proven in our own engineering workflow before we recommend operating patterns to clients.
Explore AgentOps →05
AI platform implementation & customisation
For companies adopting AI platforms that need workflows mapped, integrated, and live fast.
Best for AI platform rollout
See services →06
Document intelligence & enterprise operations
For operations teams drowning in contracts, compliance files, and document routing.
Best for document-heavy ops
Automation proofDeployed for enterprise clients processing 80+ documents per batch — extraction, routing, and exception flagging without manual triage.
See services →Not sure which engagement fits your situation?Most of our best projects started with a 30-minute call where we listened first and recommended honestly, even when the answer was you don't need us yet.
Book a 30-min call →7UNIT / METHOD
Think Deep. Build Right. Scale Safe.
Think before build.
Harden before scale.
How we prevent expensive rewrites.
01
Diagnose
Map the workflow, risks, and constraints before architecture begins.
We spend the first week understanding your domain, not writing code. We map the full workflow, identify where the system will be pressured, surface the integration risks, and document the constraints that will shape every architectural decision that follows. Most expensive rewrites happen because this step was skipped.
Domain map · Data flow diagram · Integration risk register · Constraint log
02
Architect
Turn ambiguity into boundaries, data contracts, and delivery decisions.
With the domain mapped, we design the system, not the UI. Data models, service boundaries, API contracts, RBAC structure, and multi-tenancy approach. Every architectural decision is documented with its rationale and the trade-off we accepted. Future engineers can read why the system is shaped the way it is.
System architecture doc · API contract specs · Data model · Decision log
03
Build
Ship senior-led loops with traceable scope and working software.
Two-week sprints. Senior engineers on every meaningful piece of work. Scope is locked at the start of each sprint, not renegotiated mid-week. Every sprint ends with working software, not a progress update. Technical debt goes in the backlog with a remediation plan, never accumulated in silence.
Working software every sprint · Test coverage report · Updated backlog · Sprint retrospective
04
Harden
Pressure-test performance, observability, handoff, and scale.
Before handoff, the system goes through a hardening phase, load testing, edge case coverage, error observability, runbook documentation, and structured knowledge transfer. We don't disappear after go-live. The first two weeks post-launch we are on call for production issues.
Load test results · Observability dashboard · Runbook · Handoff docs · Post-launch support window
7UNIT / WHERE WE OPERATE
Where we operate
- Fintech & regulated finance. A multi-tenant financial operating system connecting 50+ banks; origination to commissions with zero shared tenant data.
- Healthcare. Sovereign clinical intelligence platform in active build with hospital design partners; DPDP and HIPAA-aligned by design; voice to structured clinical notes in under 15 seconds.
- Real estate & operations-heavy SMB. WhatsApp-native CRM and operational automation in production across UAE real estate, hospitality and B2B sales.
- Data protection & compliance. DPDP engineering assurance: we verify what systems actually do, not what policies say.
7UNIT / WORK
Systems that hold under real conditions.
Not demos. Not prototypes. Shipped systems and live engagements across regulated fintech, EdTech, AI, and operational platforms, across five countries.
Featured case studyFintech · Italy001
The financial operating system running four Italian fintech companies and 50+ banks.
Four companies, 50+ banks — origination through commissions on one platform, with zero shared tenant data.
Read system context
Four companies. 50+ banks. One platform handling loan origination, bank submission, document generation, commission management, and automated communications — with zero shared data across tenants.
50+Banks on the network
4Companies on the same platform
0Manual batch submissions
0Shared data across tenants
Fintech · Italy002
The AML & Document Compliance Engine — regulated documents without manual assembly.
Schema-driven compliance forms and deterministic document generation. The compliance-engineering proof behind TRACE.
Read system context
Schema-driven compliance questionnaires and deterministic document generation inside a multi-tenant lending platform. Compliance forms change as configuration, not code; every document token resolves to exactly one value, with no silent fallback.
SMB · UAE003
WhatsApp-native sales CRM for teams that close inside conversations.
Pipeline in WhatsApp, not after it — without forcing another tool.
Read system context
UAE sales teams were losing deals between WhatsApp and their CRM. We owned a WhatsApp-native pipeline — follow-up and deal state inside the conversation.
Every case study includes the decision log, not just the outcome. What we built, why we built it that way, and what we would do differently.
View all work →7UNIT / START SMALL
Start with a scoped entry point
7UNIT / ENGINEERING ASSURANCE
DPDP Engineering Assurance Assessment
Policies describe what should happen. We verify what your systems actually do, evidence-backed, engineering-led, scoped to India DPDP.
Start an Engineering Assessment →7UNIT / PRODUCT
Pingbot
AI WhatsApp assistant that answers every customer on your number, qualifies leads, books appointments, captures orders.
Explore Pingbot →7UNIT / OPEN BRIEF
Bring us the system that cannot fail quietly.
We will help you shape it, document it, build it, and keep it stable under real operating conditions.
Most of our best engagements started with a founder or a CTO who had a system that was either failing slowly, costing more than it should, or hadn't been built yet but had to be right the first time. If that's where you are, bring us the problem. We'll tell you honestly within 30 minutes whether we're the right team for it.
- You're building something that will handle real money, real data, or real people's decisions.
- You've been burned by a team that shipped fast and left you with something that doesn't hold.
- You need engineering leadership and execution, not a vendor who disappears after delivery.