Your people are
too valuable for
repetitive manual work.
Let your Agents take the Load.
We automate all recurring reports, controls, filing preparations and complex reconciliations with custom-built Agents working alongside your existing systems. No ERP replacement or adaptation required. Your team reviews and approves only. Agents are 100% owned by you, run on your IT Stack, and work under your terms. Delivered in weeks, not months.
Desktop only, by design. Agents run on a PC or laptop in production — the sandbox works the same way.
Every high-performing team
has the same problem.
"The work that matters keeps losing to the work that's just urgent."
Remove the burden from your team once and for all. Enterprise-grade deterministic automation, built in Python and delivered as simple .exe agents, is no longer a privilege reserved for the few. With AI-powered no-code development accelerating our delivery, operational capacity gains are now within everyone's reach — and do not require a single developer on your side. Fix the baseline first, before discussing broader transformation.
See what your agents look like — and what they can do, out of the box.
A real agent example: the Credit Control Assistant. It ingests your raw files from every source, reconciles and controls them, and delivers the finished work with no manual touchpoints in between: chaser emails ready to send, the full AR Dashboard management pack, and an always-ready Credit Committee file with minutes. No more manual updates. Structured, auditable, repeatable — built to your workflow.
Provides live, holistic AR data. It reads and analyses your AR ledger, policy register, broker master files, receipts and statements of account — then runs the complete credit-control cycle: a detailed receivables reporting pack, a ranked chase list with reminder emails by stage, broker-commission reconciliation, the credit-committee pack with live comments, and a board-ready dashboard in Excel and PowerPoint.
Credit control runs on spreadsheets. Every month, someone rebuilds the same ageing, reconciles the same exports by hand, and retypes the same AR and committee packs from scratch. Chasing starts late and the wrong accounts get chased first; broker commission slips because there’s no live picture of what’s due.
Automation eliminates manual payment chasers, file rebuilds, reconciliations and meeting-minute writing — while live data monitoring shifts the focus from reactive to proactive.
- Improved cash collections
- Forward-looking, data-driven credit decisions
- Swift commission payouts
- Frictionless credit-committee scheduling — with the option to meet more often
- Action-item-driven agendas, not status reports
All powered by streamlined, highly efficient meeting structures.


Want to see more — and play with the agent yourself? Get into our sandbox, free.
Play with the agent — free →Desktop only, by design. Agents run on a PC or laptop in production — the sandbox works the same way.
A team of seventeen specialists. Pick yours.
Seventeen automation agents, grouped by function. Every one built on the same principle: your team stops producing and starts deciding.
Desktop only, by design. Agents run on a PC or laptop in production — the sandbox works the same way.
Is this AI or automation?
Both — but the structural difference matters immensely for compliance, pricing, and what you can confidently present to your board.
These agents are not AI in the LLM sense. They are Python scripts, compiled into standalone .exe executables, running rule-based logic that executes a defined sequence of steps — extract, calculate, format, flag, output — with zero variability, every single time. If the input is the same, the output is always the same.
No language model. No probabilistic output. No hallucination risk. Every step remains traceable, auditable, and repeatable by design.
These agents have the same deterministic core as Tier 1 — the data extraction, calculation, and formatting all work the same way. What's added is a reasoning and drafting layer powered by an LLM: written commentary explaining variance drivers, risk narratives, anomaly interpretations.
The LLM does not touch the numbers. It reads the deterministic output and drafts language around it. The figures are always produced by code; the LLM writes the explanation of those figures.
The bottom line: Tier 1 is pure automation — code that runs a fixed process. Tier 2 adds an LLM on top, but only for the language, never for the numbers. In both cases, your team reviews and approves the output. Nothing goes to your board or your regulator without a human sign-off.
What changes from day one.
From brief to live agent in 4 weeks.
A simple, structured process — with your total involvement amounting to roughly three hours.
You do
- Tell us where you need to free up capacity
- Describe your current process
- Share your anonymized raw data as-is: PDF, XLS, Word, TXT — this is a Standalone Agent (reads files your team already exports — no system connection needed)
- Or tell us where to fetch the data directly — this is a Connected Agent (integrates with your system via MS Task Scheduler, or system schedules / input folder configuration)
We do
- Scope the agent from your brief
- Design workflow & validate data quality issues to handle
- Send spec for your approval
Two agent types.
Two transparent, honest price structures.
For deterministic agents: choose between a one-time perpetual fee or an annual license. For AI-augmented agents: scope is defined per engagement. Support billed separately.
| Structure | Year 1 | Year 2 | Year 3 | 3-Year Total |
|---|---|---|---|---|
| Perpetual (Capex) | AED 40,000 | — | — | AED 40,000 |
| Annual license (Opex · deploy + license) | AED 26,000 | AED 16,000 | AED 16,000 | AED 58,000 |
| Support (either structure · 1-year) | +AED 3,199/mo | |||
Deterministic agents: USD 7,000–20,000 (AED 25,700–73,500), perpetual or annual license — exact price fixed at scoping · AI-augmented agents scoped per engagement · Support billed separately at AED 3,199/mo, 1-year engagement · Code owned by you from day one on perpetual · Regulatory updates included in support
Built by people who know complexity from the inside.
For every team still working through it.
We've worked inside complex organizations and we know most often legacy systems can't be ripped out. We've been there and we build from there. There is always a way.
- ▸The cheapest, most cost-efficient route to immediate transformation results. No complex or unreliable AI programs, no consulting marathon — working agents, measurable from month one.
- ▸One-time Capex or annual license. Straight to your problem. Scoped, bounded, standalone. No open-ended consulting engagement.
- ▸100% data sovereignty. Your infrastructure. Your control. Deterministic agents run entirely on your own IT stack — your data never leaves your servers. Not a contractual promise, a technical fact. AI-augmented agents default to a self-hosted model; an external API only if you approve it at scoping.
- ▸Open-source stack. No license fees. Nothing proprietary. Python, PostgreSQL, Docker, Git — industry-standard components your IT can inspect line by line.
- ▸You own everything. No lock-in. No dependency. All code, prompts and BRD docs handed to you at go-live. If you stop tomorrow, every agent keeps running. AED 0 redundancy cost.
- ▸Live in 2–4 weeks. Not a 6-month implementation project. Simple agents in 2 weeks, complex deployments in 4. Your total involvement: ~3 hours.
- ▸Built by insurance CFOs. No briefing required. ACORD, IFRS 17, Solvency, RI bordereaux, CBUAE/DFSA returns — we've been in that room and filed those returns. Adaptable to other regulated industries.
- ▸GDPR and CBUAE by architecture. Data residency by design, full immutable audit trail, complete DPIA documentation.
- ▸Low maintenance. High performance. 24/7 monitoring, regulatory updates and accuracy tracking included in support — issues fixed before you notice them.
23 years of ground experience in complex and regulated environments across GCC and Europe: AIG, PartnerRe, Marsh McLennan, Coface, Etihad Credit Bureau… I led transition and transformation programs and set up Finance and Operations teams almost from scratch — 23 years of migrations and IFRS (or broader reporting dimensions) updates almost every quarter. Lately, with no-code AI, this is where I delivered my all-time greatest capacity gains on Operations and Finance workflows. A real game changer — zero excuses anymore for inefficiency!
Connect on LinkedInTwo ways to begin.
Play with a real working agent yourself, right in your browser — no install, no cost, no commitment.
Play with the agent — free →Desktop only, by design. Agents run on a PC or laptop in production — the sandbox works the same way.
A structured diagnosis of where your finance and operations functions leak time, cash and control — with a prioritised roadmap and a board-ready, fixed-price build case. Fee fully creditable toward the build.
Request the audit Download the Audit scopeYour ledgers, SOAs, bordereaux, policy and KYC data never leave your environment. Built by a finance leader, not a generic automation shop.
Stop producing.
Start deciding.
Start with one agent. For multi-agent programmes, the first agent is delivered as a scoped proof of concept — at our cost.
Built and designed by an insurance CFO, for teams who know that complexity and capacity are never an excuse.
Book a call →