We BuildThe Machines BehindThe Business We Build The Machines Behind The Business

An automation lab: agentic copilots, deterministic pipelines, and self-healing infrastructure that quietly do the work - wired into the systems a business already runs on.

Private Automation Lab Built In-House All Systems Operational UTC -5 / +2 / +3
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Copilots That Answer From The Books.

Typed tool calls over live systems of record - plain-language answers, zero copy-paste.

Pipelines That Reconcile Before You Ask.

Fetched, matched, and filed as deterministic runs - with receipts, before the coffee is done.

Infrastructure That Heals Itself.

Health probes, keepalive choreography, autonomous re-auth - downtime in seconds, not mornings.

01 / What We Do

Automation With A Paper Trail.

Least-privilege first. Structured evidence always. Receipts included.

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Agentic Copilots

Supervised agent loops with typed tool contracts, inside the tools the team already uses.

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Deterministic Pipelines

Schema-validated I/O with state reconciliation at every hop - no human in the loop.

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Self-Healing Infra

Session continuity as a discipline: health probes, drift detection, autonomous recovery.

02 / Why The Lab Exists

The Edges Are Where Time Bleeds.

Off-the-shelf software covers the middle of the road. We build for the edges - where the week actually gets lost.

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Off-The-Shelf SaaS

The Gap

The odd 20% that makes your operation yours stays manual forever.

The Lab's Answer

Purpose-built agents with least-privilege tool scopes, shaped to the exact workflow.

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Manual Back Office

The Gap

Hours of copy-paste between portals and spreadsheets - monthly, forever.

The Lab's Answer

Deterministic orchestration - fetch, reconcile, file - every run emits a typed audit trail.

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One-Off Scripts

The Gap

Breaks silently the moment a login expires or a page changes.

The Lab's Answer

Supervised runtimes: health probes, keepalive choreography, autonomous recovery.

03 / Process

Connect. Automate. Verify.

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Connect

Protocol-native integrations into the systems of record - least-privilege, read-only first.

Step / 02

Automate

Encode the workflow as a guardrailed agent: instruction hierarchies, confirmation gates, hard budgets.

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Verify

Structured outputs, run logs, reconciliation - drift caught before anyone feels it.

40+

Hours Returned / Month

24/7

Agents On Watch

100%

Runs Leave A Trail

04 / The Work

Named Systems. Real Receipts.

Everything below runs today, on our own servers, against the systems named. Clients stay unnamed. The systems do not.

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DealerCenter, Mirrored

The dealer management system pulled into a self-hosted ERP - deals, vehicles, customers, payments, leads, flooring, commissions, gross profit - refreshed on a schedule through a session a bot keeps alive every six hours.

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The Linus Report, Drafted

The monthly input sheet built field by field from the DMS feed, a source on every number, submitted only behind an approval hash. The report cells flow back into a scorecard, a simulator, and an AI analyst that writes the month's review.

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ISI Central, Reconciled

Read-only till reconciliation from the LubeSoft point of sale across three quick-lube stores, kept alive every fifteen minutes and mirrored into the ERP. The only writes it ever sends: login, MFA, and rendering a report.

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Truist, Read-Only

A bank feed over a dedicated US tunnel, matched line by line against the books by an AI reconciliation engine, month-end snapshots filed on their own. Never a transfer. Never a payment.

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WhatsApp Groups That Work

A tailored bot per group: a 06:00 brief from the inbox and the DMS - supplier invoices, checks not yet in the bank, vehicles missing purchase data - alerts after every sync, voice notes transcribed on-box. Each group gets its own brain and none of the others' data.

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Team AI Chat

A locked-down, ChatGPT-style workspace for the team on a flat subscription - no API keys - wired to the DMS tools, returning files, not just answers.

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Eight Databases, One Truth

Eight legacy SQL Server databases synced offsite every three hours, restored to staging, and loaded into a curated PostgreSQL warehouse whose ETL refuses to commit unless it reproduces seven verified years of sales and margin. Served as a dashboard and as an MCP data layer for agents.

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Fleet, Sessions, Self-Healing

A self-hosted MeshCentral console for every machine, and a watchdog that re-authenticates each integration within minutes - fetching its own one-time codes from the mailbox - and raises an alert the moment it cannot.

05 / Ventures

Businesses We Build And Run.

Products of the lab - on the same servers, under the same rules, with the same receipts.

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Maydaan ميدان

Educational-supervision platform for schools in Qatar. Classroom-visit forms are uploaded, read by AI, and filed to each teacher's record; a report and practical goals after every visit; a cumulative training-needs picture for the school, its departments, and each teacher. Arabic, right-to-left, one subdomain per school.

Visit maydaan.qa
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FutureLeaders

A platform that trains teachers as the second line of school leadership - الصف الثاني من القيادة - in Arabic first.

Visit futureleaders.qa
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TanfizAI

The ERP that turns business processes into autonomous execution: work arrives from channels and webhooks, governed AI employees carry it out, with approvals and audit logs built in. In development; its analytics surface already runs in production.

In Development

Operating Principles

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"Software should do the boring parts. People should do the thinking."

Applies To Everything We Ship

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"If it didn't leave a receipt, it didn't happen."

Evidence Is The Interface

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"Start read-only. Earn the writes."

Access Is Earned, Never Assumed

Next Step

Let's Automate The Boring Parts.

Get In Touch