AI agents for construction
and legal — built in the UK,
deployable in-Kingdom and UK.

We build document intelligence systems for enterprises in the UK and across the GCC — contract review, tender analysis, regulatory compliance — in English and Arabic. 12-week build, deployed in your cloud, in your country.

£9M+
Annual platform revenue generated for a UK Asset management services firm
95%
Reduction in tender preparation time — measured on live engagements
5mo
Full product suite to production — a prior team spent 18 months
£2bn+
Transaction value supported through integration work
NHS Digital BBC Kuwait Oil Co Virgin Media O2 IMPRIMA KPMG ACCENTURE FUJITSU AnaCap Investment AAT Royal Bank of Scotland HSBC Qatargas RasGas Weill Cornell Medicine Qatar EDIT CLOUD Simmons & Simmons Johnson Mathew Charles Taylor NHS Digital BBC Kuwait Oil Co Virgin Media O2 IMPRIMA KPMG ACCENTURE FUJITSU AnaCap Investment AAT Royal Bank of Scotland HSBC Qatargas RasGas Weill Cornell Medicine Qatar EDIT CLOUD Simmons & Simmons Johnson Mathew Charles Taylor
🇬🇧 UK London-based · FCA-aware · enterprise delivery 🇸🇦 KSA & GCC In-Kingdom deployment · Arabic language models · local data residency
Get in touch →
01 — What We Do

We build, automate, integrate AI for your business.

Serving enterprises in the UK and GCC — construction, legal, and procurement, where documents carry real commercial weight. English and Arabic. All systems deploy into your cloud, your country, your data residency requirements met from day one. Pick a tab to see what each looks like in practice.

AI & Machine Learning

We design and deploy bespoke machine learning models — from natural language processing and computer vision to predictive analytics and recommendation engines. Our models are production‐ready, scalable, and continuously improving.

NLPComputer VisionPredictive Analytics
  • ROI within 90 days
  • Zero disruption to existing workflows
  • 24/7 model monitoring
  • Enterprise‐grade security
Abstract AI computational sculpture
model v0.18
golden set 2,000 cases
drift stable

Intelligent Automation

Transform manual processes into intelligent workflows that learn and adapt. We build automation systems that cut costs, accelerate growth, and give you an edge that's impossible to replicate.

Process AutomationRPAWorkflow Optimization
  • Reduce operational costs by 40%+
  • Automate repetitive tasks
  • Seamless integration
  • Scalable infrastructure
Engineers reviewing automation in industrial setting
shadow mode → GA
build time 8–12 wk
cost −40%+

Data Analytics & BI

Extract actionable insights from your data with advanced analytics, predictive modeling, and real‐time dashboards. Turn raw data into strategic decisions that drive measurable business outcomes.

Predictive ModelingReal‐time AnalyticsCustom Dashboards
  • Real‐time insights
  • Predictive forecasting
  • Custom reporting
  • Data visualization
Analytics dashboard on a laptop
latency 120ms
refresh realtime
forecast +24%

Cloud AI Infrastructure

Deploy and scale AI solutions with enterprise‐grade cloud infrastructure. We architect resilient, high‐performance systems optimized for AI workloads across AWS, Azure, and GCP.

AWSAzureGCPMLOps
  • 99.9% uptime SLA
  • Auto‐scaling capabilities
  • Cost optimization
  • Multi‐cloud support
Modern data center infrastructure
aws · azure · gcp
uptime 99.99%
regions 14

AI Security & Compliance

Ensure your AI systems meet the highest security and compliance standards. We implement robust safeguards, monitoring, and governance frameworks to protect your data and maintain regulatory compliance.

Security AuditsComplianceData Privacy
  • GDPR & SOC 2 compliant
  • End‐to‐end encryption
  • Regular security audits
  • Risk assessment
Robotic hand interacting with security interface
soc 2 · type II
gdpr · aligned
audit log immutable

Conversational AI

Build intelligent chatbots and virtual assistants that understand context, learn from interactions, and deliver exceptional customer experiences across all channels.

ChatbotsVirtual AssistantsVoice AI
  • 24/7 customer support
  • Multi‐language support
  • Natural conversations
  • Seamless handoff
Wireframe head emitting voice waveform
channels web · voice
Arabic + English
handoff seamless
02 — AI Agents

AI agents.

A library of agent designs we build and deploy for clients — tested patterns across finance, legal, procurement, and operations. Pick a department to filter. Each can be deployed on your stack in eight to twelve weeks.

Finance · A/PAvailable

Invoice triage

Reads vendor invoices end‐to‐end, matches against the PO, validates VAT & sanction status, and posts the journal—with human approval over your policy threshold.

Deploys in 8–12 wk · policy-threshold approval→
Finance · T&EAvailable

Expense auditor

Reviews every employee expense against policy and receipt evidence. Flags duplicates, out‐of‐policy spend, and split charges before payroll closes the cycle.

Flags duplicates · runs before payroll close→
Finance · FP&ABeta · Q3

Forecast analyst

Builds rolling revenue and headcount forecasts from your data warehouse. Flags drift against plan in plain English and drafts the variance commentary for the deck.

4 partners piloting→
Customer · Tier 1Available

Support triage

Reads inbound tickets, picks up the conversation in your tone of voice, resolves the easy ones, and hands the hard ones to a human with a written summary already in the thread.

Resolves easy cases · hands off with full context→
Customer · OpsAvailable

Refund eligibility

Decides refunds within your policy envelope, processes them in the payment gateway, and writes the customer email—inside the latency budget that keeps NPS where you want it.

92% auto‐resolved→
Procurement · KYCAvailable

Vendor onboarding

Pulls company filings, sanctions lists, and beneficial‐ownership data, scores risk against your matrix, and assembles the onboarding pack for a one‐click human approval.

72hr avg → 4hr→
Procurement · SourcingBeta · Q3

Sourcing researcher

Benchmarks suppliers, gathers pricing intel, and drafts the RFQ pack for your category managers. Reads contracts in flight and surfaces the lines worth renegotiating.

3 partners piloting→
Legal · CommercialAvailable

Contract redlines

Marks up MSAs, NDAs, DPAs and SOWs against your playbook. Surfaces the deal‐relevant deviations, drafts counter‐language, and routes outliers to the responsible partner.

14hr review → 40min→
Legal · PrivacyAvailable

DPIA drafter

Drafts Data Protection Impact Assessments from a workflow brief. Cross‐references prior assessments, your processor register, and the relevant statute before counsel signs.

120 drafts/yr→
Operations · ClaimsAvailable

Claims intake

Reads inbound claims correspondence in any format, extracts the structured data, opens the file in your core system, and writes the first‐response letter for the adjuster.

Structured extract · first-response letter drafted→
IT & Sec · SOCAvailable

SOC triage

Reads alerts from your SIEM, deduplicates noise, opens the incident with relevant context already attached, and pages the right on‐call engineer for anything genuinely novel.

84% noise filtered→
HR · PeopleBeta · Q3

Onboarding concierge

Walks every new hire through their first two weeks. Answers policy questions, requests access, books the right inductions, and nudges managers on the welcome plan.

2 partners piloting→
Finance · TreasuryAvailable

Bank reconciliation

Reconciles bank statements against the ledger, surfaces unmatched lines with written explanations, and drafts the period‐end adjusting journals for review.

1.8k lines/day · 96% matched→
Operations · MeetingsAvailable

Meeting briefer

Reads tomorrow's calendar, pulls relevant context from CRM, inbox and prior notes, and lands a one‐page brief in attendees' inboxes the morning of every meeting.

Pulls CRM + inbox context · lands morning of meeting→
IT & Sec · KBAvailable

Knowledge concierge

Answers internal questions from your wiki, runbooks and Confluence with proper citations. Flags pages that have gone stale and drafts the replacement for the owner to approve.

Citations included · flags stale pages for refresh→
HR · TalentAvailable

Recruitment screener

Reads CVs against the job spec, scores fit with a written rationale, and books the first calls. Bias-audited weekly with your TA team and tuned to your hiring playbook.

4hr time-to-screen · 62% faster→
Sales · ABMAvailable

Lead researcher

Profiles accounts at depth — recent funding, hiring signals, public commitments, named decision‐makers — and lands the dossier in your AE's inbox before outreach starts.

Depth profile · lands before outreach starts→
Sales · SDRAvailable

Outbound writer

Drafts personalised, on‐tone outbound sequences from the researcher's dossier. Sends from your rep's mailbox, paused for human approval over the threshold you set.

Personalised from dossier · human approval before send→
Sales · RevOpsBeta · Q3

CRM enrichment

Keeps accounts, contacts and opportunities clean — backfills missing fields, deduplicates duplicates, and flags handover-ready opportunities with the supporting evidence attached.

5 partners piloting→
Marketing · SEOAvailable

SEO auditor

Crawls the site weekly, flags technical and content debt with priority scores, and drafts the brief for the writer to fix what is genuinely worth fixing.

Priority-scored · briefs only what's worth fixing→
Marketing · ContentBeta · Q3

Content briefer

Turns a target keyword into a publish‐ready brief — outline, SERP analysis, internal links, tone guide — for your in-house writer to bring home in half the time.

3 partners piloting→
Don't see yours? We build bespoke agents in 8–12 weeks.
Request a custom agent →
03 — Our Process

Our process.

A repeatable, four‑phase rhythm. Tight, opinionated, and built around the only metric that actually matters — getting a production agent making money or saving money before the quarter ends.

Wk 01Kick
Wk 02
Wk 03
Wk 04
Wk 05Spec
Wk 06
Wk 07Shadow
Wk 08
Wk 09Canary
Wk 10GA
Wk 11
Wk 12Eval
D Discovery ~
Workshops
✎ Design · agent spec ↗
Eval pack
Risk sign-off
Ⓢ Risk & legal review
DPIA
Threat model
Ⓖ Engineering ~
Connectors
Shadow
Canary
◈ Production rollout ↗
Operators
Production GA
Ⓖ Refine & evals →
Eval v0.18
QBR
Phase 01 · Week 1‑2

Discover.

We sit alongside your team and instrument the work. Process mapping, data flow, decision points, exception rates. Out the other end: a prioritised opportunity backlog with a credible business case.
  • Workshops with operators, not just executives
  • Quantified opportunity scoring (£/hr saved · risk · feasibility)
  • Reference architecture for your stack
Phase 02 · Week 3‑5

Design.

We pick one workflow and design the agent end‑to‑end. Prompts, tool calls, retries, guardrails, evals, the human handoff. Reviewed with your risk, legal and security teams before a line of production code ships.
  • Agent spec, eval set, and policy document
  • Threat model + data‑residency review
  • Approval criteria signed by the business owner
Phase 03 · Week 6‑10

Deploy.

Build, integrate, ship. Shadow mode first, then progressive rollout behind a feature flag. Your operators stay in the loop on every action until the evals say otherwise.
  • Production on your cloud, your keys, your audit log
  • Operator console with full intervention controls
  • Cost & latency budgets enforced per request
Phase 04 · Ongoing

Refine.

Agents are not features — they're estates. We stay on as a managed partner: weekly evals, model upgrades, drift alerts, and steady expansion to the next workflow on the backlog.
  • Monthly business review with hard metrics
  • Roadmap that compounds — every quarter cheaper to run
  • Optional internal enablement track for your engineers
04 — Integrations

Plug into the stack you already run.

Every agent we ship sits on top of your existing systems — finance, sales, support, security. Sixty‐two typed connectors out of the box, with replay, idempotency, and a full audit trail. The agent estate becomes the connective tissue, not another silo.

SAP
SAP · ERP
Salesforce
Microsoft 365
aws
AWS · Cloud
Azure
GCP · Cloud
Slack
now
ServiceNow
Snowflake
GitHub
BinaryReform BinaryReform
BinaryReform Atlas
Finance · ERP

SAP, Oracle, Workday, NetSuite

Read ledgers, post journals, open invoices and POs. Role‐scoped tools with replay and idempotency keys.

14 connectors · live
CRM · Sales

Salesforce, HubSpot, Pipedrive

Read accounts and pipeline, log activity, write back enriched fields. Bulk ‐ friendly, schema‐aware.

8 connectors · live
Service · ITSM

ServiceNow, Zendesk, Jira

Open and triage incidents, route tickets, attach context. Strong on long‐running workflow state.

9 connectors · live
Productivity

Microsoft 365, Google Workspace, Slack

Mail, calendar, documents and chat as first‐class agent surfaces. Permissions inherited from your IdP.

11 connectors · live
Cloud

AWS, Azure, GCP, Cloudflare

Compute, storage, secrets, networking. Deploy agents into your own tenant with your keys and policies.

7 connectors · live
Data · Warehouse

Snowflake, Databricks, BigQuery

Query, transform, write back. SQL‐aware tools with column‐level audit and budget caps on every run.

6 connectors · live
Code · CI

GitHub, GitLab, Bitbucket

Read repos, open PRs, trigger pipelines. Token‐scoped per agent, every action attributable to a service identity.

5 connectors · live
Bespoke

Your internal ERP, mainframe, web app

Don't see it? We build typed connectors against any HTTP, SOAP, or queue surface in two to four weeks.

∞ on request
05 — Platform

One console for the entire estate.

Every agent we ship lands inside Atlas — the operator console for your AI workforce. Run them, intervene, audit, and account for them like any other team. Concept preview — Atlas is in active development.

atlas.binaryreform.ai / concept · preview
Active runs Queue Errors Today
Invoice triage · ledger.eu‑west
agent‑inv‑02 · 1,420 docs in window
running
Vendor onboarding · KYC pack
agent‑kyc‑01 · awaiting approval
human · 1
Tier‑1 support · refund eligibility
agent‑sup‑11 · tier‑1 support · active
running
Contract redlines · MSA pack
agent‑legal‑04 · shadow mode
shadow
Eval — invoice‑triage · v0.18
+2.4% accuracy vs v0.17
06 — The team

A boutique practice.

Two practitioners who have shipped production systems at scale — for the BBC, NHS Digital, Kuwait Oil, and others. We take on eight to ten partners a year and stay close to the work throughout.

CEO & Co‐founder

Akia Humayra Chowdhury

Sets the strategy, picks the partners, and runs engagements end‐to‐end. Background in enterprise technology and legal services — now focused on building AI systems that hold up under real commercial pressure.

London · N13linkedin
Chief AI Officer

Sofiul Alam

Leads the agent platform and the evals discipline behind it. Builds the systems that make our partners' AI estates measurably better every week.

London · N13linkedin
07 — Selected work

Projects we have shipped.

Real engagements. Named where public, anonymous where under NDA. References available to qualified prospects.

ImprimaUK asset management · VDR platform · 2022
Built the virtual data room platform behind £9m of annual revenue for a UK asset management firm. The platform supported live M&A and capital markets transactions from day one.
Virgin Media O2Telecoms · integration engineering
Critical data integrations for the £2bn Virgin Media–O2 merger. Real-time pipelines, zero downtime, live through completion.
BBCUK public broadcaster · streaming infrastructure
Event-driven streaming infrastructure for BBC iPlayer — live through Euro 2024, the Olympics, Wimbledon, and the UK General Election.
JellycatUK retail · B2B & B2C platform · PayPal integration · 2026
Built Jellycat's B2B and B2C e-commerce platform with PayPal integration in Python — engineered to process 1 billion transactions through 2026.
NHS DigitalUK public health · COVID & flu vaccination · national rollout
Delivered the online vaccination programme for the entire UK — enabling millions of citizens to book COVID and flu jabs through a single national digital platform, on time and at scale.
08 — Common questions

Things buyers ask in the first call.

Can't find your question? Ask us directly.

Where do agents run — your cloud or ours?+
Yours, by default. We deploy into your AWS, Azure, or GCP tenant using your keys, your VPC, your logging stack. We're operators on top, not a SaaS landlord underneath. We can also host on dedicated infrastructure for clients who prefer it.
How do you handle compliance and audit?+
Every agent action writes to an immutable audit log with the prompt, the tools called, the result, the cost, and the human who approved (if any). We align to ISO 27001, SOC 2 Type II, and GDPR by construction — and we'll happily sit your auditors down with the platform on day one.
What does an engagement cost?+
A discovery phase is £18k fixed. Production builds run £80k–£220k depending on integration depth, with managed‑operations from £6k/month per agent in production. We publish the rate card on request and prefer transparent fixed‑fee engagements over time & materials.
How is this different from RPA or a workflow tool?+
RPA records keystrokes; workflow tools execute deterministic graphs; we ship reasoning. Our agents read context, make judgement calls inside policy, and improve from your real traffic. They co‑exist with your existing RPA and BPM estate — they don't replace the substrate.
Can you train our team to take this over?+
Yes — most partners choose a 9‑month enablement track in parallel with our managed‑operations contract. You end up owning the playbook, the evals, and the engineering team, with us on standby for the harder problems.
Do you take equity engagements?+
Occasionally, for high‑conviction Series B+ partners where we believe the agent estate is the moat. We turn down more of these than we accept.
09 — Get in touch

An edge that is impossible
to replicate.

A 30‑minute discovery call costs nothing and ends with a written opinion on what to automate first — in your language, in your country, on your terms. We take on a small number of partners each year.