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ATTOH · TECH · OUTCOME-BASED AI

Outcome-based AI for UK SMEs.
One app. One answer.

Pocket OS — live product screen
Pocket OS — the operating system for a whole SME back office, run from a phone. Real screens. Businesses using them today — not mockups.

ATTOH Tech is the build studio inside ATTOH LTD. We build AI as outcomes — not seats, not API tokens, not empty chat boxes. Each app is scoped to one operator decision and ships with the source-of-truth, the supervision and the fallback baked in. The Snap suite is what is live today — the platforms below are what is coming next. Owned IP stays inside the ATTOH operating layer, including the shared engine and the vertical engines that make each build reusable.

Priced per app: Sole Tax is £49 a month, and every product page lists its own price.

Tell us the decision → What we have built

Free to try. Snaps are configure-and-go at no cost; a new build is scoped in 4–8 weeks; the white-label engine licence is priced on application. No card, no account, no seat fee — you talk to us before anything is priced.

PlanDetailsPrice
Snap configurePick a Snap off the shelf — free to try, outcome pricedFree
New buildBespoke Snap or Forge for your sector — 4–8 weeks deliveryQuoted
Engine licenceWhite-label engine + agent fleet for partnersBy application
ATTOH engine · shared core multi-tenant · supervised end-to-end

Find

Companies House, live

The UK register held and refreshed, not bought per lookup.

Fund

Grants, credit, exposure

Filing, credit and distress signals fused per company.

Protect

Compliance watch

Deadlines and register changes caught before they bite.

Publish

Sites and content

Every surface built from the same parts catalogue.

Serve

Portals and control

One control surface per business, their brand on it.

Core

The parts catalogue

Why the tenth build is assembly, not a rewrite.

Already running for the businesses using it — AIFreightIncorpwiseSupreme Building Services We Switch PayrollArkhitekton EnergyCosta AI Marketing
/NUMBERS / WHAT IS LIVE TODAY
22
Snap apps live · across 14 UK SME sectors
18
AI specialists · 7 departments · supervised end-to-end
480
Postgres schema releases · one shared brain · multi-tenant
49
Command-line tools · operator-grade · scriptable across the suite
97
Percent saved · multi-model routing · cheapest-meeting-quality picks
100
Percent UK-sourced · HMRC · Companies House · ICO · weekly freshness CI
/PRODUCT LINES / FIVE FORMS OF INTELLIGENCE

One umbrella. Five surfaces.

SME Growth Team

The advisory intelligence machine for UK SME firms.

Visit →

CrewOS

The gamified AI incubator for ambitious operators.

Visit →

Pharoah Technology

Cinema-grade products for the Costa del Sol economy.

Visit →

Snap

22 outcome-based apps across 14 UK SME sectors.

Visit →

Sentinel

Counter-intelligence engine for high-value targets.

Brief us →
/ETHOS / OUTCOME-BASED AI

AI sold as outcomes — not seats, tokens or chat boxes.

Most AI is priced like infrastructure: per seat, per token, per call. The buyer operates the tool, prompts it well, supervises it, and absorbs the risk when it gets the answer wrong. The bill arrives regardless.

ATTOH builds the other model. Every app on this page is scoped to one outcome — a filing completed, a deadline cleared, a margin defended, a risk flagged before it bites. The operator presses one button. The outcome is the deliverable. The supervision, the source-freshness, and the fallback when one model fails — that is our job, not the buyer's.

/ 01 · ONE OUTCOME

One app, one decision.

Every Snap is scoped to a single operator question — "Am I exposed under DSAR?", "What is my retention risk on this job?", "Is this tenancy RRA-compliant?". Nothing ships as a general-purpose assistant. The work is to narrow the surface until the answer is unambiguous.

/ 02 · SOURCED

Accurate to the day it ships.

The outcome only counts if it is right. Every app is wired to official UK endpoints — HMRC, Companies House, ICO, sector regulators — with weekly source- freshness CI, so when a rule moves, the affected calculator is flagged and patched inside that week's run.

/ 03 · OPERATOR-GRADE

Built for the person who has to act.

Each app opens directly on the question — not a chat box waiting for a prompt — asks for the few inputs that matter, and returns a decision the operator can act on the same morning. Built for the day-to-day, not for casual exploration.

/ 04 · ONE BUTTON

The deliverable is the answer.

Not a transcript, not a prompt-engineered response, not a "draft for your review". The app does the work — the operator gets the decision, the document, the number or the flag. Human review sits at the escalation gate, where it earns its time.

/ 05 · SUPERVISED

The model is our problem, not yours.

Claude primary, multi-model fallback, shared governance routes, decision log, audit record. When a foundation model has a bad day, the app does not. Buyers should not have to think about prompt versions, context windows or rate limits to get a working answer.

/ 06 · NARROW BEATS LARGE

A small app that ships beats a big one that drifts.

We would rather ship 22 focused apps that each solve one decision than one monolithic platform that promises everything. Narrow scope means cleaner accuracy, easier QA, and a price tag tied to a result the operator can name.

/APPS / WHAT WE HAVE BUILT / LIVE TODAY

Three shelves. One engineering core.

Everything live today sits on one of three shelves. Snap apps answer a decision. Forge apps ship an artefact. Builders ship the brand surface around both. One engineering core underneath all three, audited once, reused across the suite.

/SHELF 01 / SNAP SUITE / DECISION-SUPPORT

The Snap suite — one app, one decision.

Each Snap is a focused decision-support app for one industry — built on the same engineering core, hardened with backend governance, and designed to take an operator from question to outcome in minutes, not consultant hours. The suite is released engine by engine: built means the engine runs and is in compliance review; planned means the sector is specified and the engine is not written yet. Nothing is listed as available before it is.

Construction · Trades

Build & site

QS calcs · retention · payment risk · job pricing
Property · Lettings

Property & landlord

RRA · MTD-IT · EPC · Section 21 status
Legal · Compliance

Legal & regulatory

Matter triage · DSAR · tribunal · ICO
  • LegalSnapintake · triage · escalation
  • GDPRSnap DSAR clocks · ICO exposure
  • HRSnap right-to-work · tribunal risk
Finance · Accounting

Books & receipts

Bookkeeping · formation · receipt OCR
Care · Hospitality · Retail

People-led businesses

Funding · staffing · margin · charity
Logistics · Customs

Freight & haulage

UK / EU / NI customs · margin · routing
People · Talent

Workforce

Hiring · freelancers · IR35
Owner-managed M&A

Buy & sell

SME M&A readiness · finance match
  • MASnapfinance readiness · lender match
Browse the full Snap suite →
/SHELF 02 / FORGE LINE / GENERATIVE

The Forge line — where the outcome is the artefact.

Where the Snap line answers a question, the Forge line ships the document — a quote, a job spec, an invoice, a course outline, a client portal — in minutes.

  • ContentForgeContent drafting at scale — blog, email, social, briefs
  • ProposalForgeProposals and project quotes that win
  • HireForgeJob specs and recruitment paperwork, live the same day
  • InvoiceForgeInvoice and billing artefacts, chase sequence included
  • PortalForge · soonClient portal scaffolding, branded and secure
  • CurriculumForge · soonCourse outlines and training material
  • ReviewForgeReview and feedback flows — request, capture, publish
/SHELF 03 / PLATFORMS / POWERED BY ATTOH TECH

The operating systems running on the engine.

Where Snap and Forge are individual apps, these are full operating layers — productised for a vertical, a partner, or a buyer who needs the whole stack rebadged.

  • LIVECrewOS · Control The OpsGamified AI ops layer for the team floor — leaderboards, competitive workflows
  • LIVE · WHITE-LABELBLACKLINEClose-protection AI ops platform, enterprise tier — briefing under NDA
  • LIVEWebsite builder · configuratorSelf-spec builder behind ATTOH Digital
  • IN BUILDApp BuilderOperator-driven brief generator that scopes a new Snap or Forge
  • IN BUILDRecruitment platformUK talent OS — placement, IR35 routing, candidate scoring
  • COMINGGymOSVertical OS for gym and fitness operators — build starts Q3 2026
/SHELF 04 / BRANDS / WEBSITES + APPS

The website & app builders that ship your brand.

Same engineering core, different audience tier. Three brands sit on the build studio — from white-label partner bundles through premium hand-coded delivery — depending on who you are and how visibly we sign the work.

/ B1 · AGENCY TIER

ATTOH Digital

The flagship agency surface — custom-coded SME websites, AI Business-in-a-Box bundles, the configurator that lets operators self-spec their build. Premium tier, ATTOH-signed.

/ B2 · BUILD SHOP

Pharoah Technology

Hand-coded websites and sector app layers — the engineering surface that ships premium digital for agencies and partner firms who want our team behind the door but their brand on the front.

/ B3 · WHITE-LABEL

Supreme Digital

The white-label website service for partner firms — accountants, law firms and consultancies who sell websites to their own client base on the ATTOH build engine, under their own brand and pricing.

/ENGINEERING / THE LAYER UNDERNEATH

The engineering layer under every app.

Snap apps, Forge apps and the Platforms all run on one shared engineering layer — an AI specialist team, a multi-model routing layer, a shared protocol server for AI-callable intelligence, a 49-strong command-line toolbox, and a Postgres brain with 480+ schema releases underneath the lot. Built once, audited once, reused across the suite.

18 AI specialists · 7 departments

Market intel · prospect discovery · compliance & risk · content & outbound · construction cost modelling · cash-flow & variance · pipeline review · orchestration

6 models, routed per task

DeepSeek V3 (synthesis) · Qwen-plus (matching) · Groq Llama 3.1 (subagent reads) · Claude Sonnet (high-stakes / regulated) · Google embeddings (vector) · multi-provider failover on every route

8 AI-callable tools

shared protocol server on Express + Railway — compliance, tax, lender-match, grants, IR35, insurance, local SEO and sector-brief tools, tiered access, NDA integration on request

49 command-line tools · 6 kits

Video, content, outbound, SaaS automation, intelligence and pipeline & ops — reusable from any machine, used internally and by white-label partners

480+ schema releases, one brain

Supabase Postgres, row-level multi-tenancy, sandbox tables dual-run against prod, 3-aligned-day cutover gate before anything ships live

/WORK / SYSTEMS RUNNING REAL BUSINESSES / LIVE

The systems businesses are running on right now.

Not screenshots and not a portfolio. Each of these is an operating system a real company runs its week on — the work coming in, the pricing, the paperwork, the money — and each one is open to walk through. Standalone HTML/CSS/JS on the front, Supabase and Cloudflare on the back, the agent fleet doing the silent work underneath.

CONSTRUCTION Live

Supreme Building Services

Tenders found, the drawing priced, the quote out while the enquiry is still warm.

  • Tenders matched to what this contractor actually builds
  • Quantities taken off the drawing automatically
  • Estimator confirms before any price leaves the building
Walk through the system → See it live ↗
FREIGHT & LOGISTICS Live

AIFreight

Source it, bond it, land it — with the duty and the landed cost worked out before you quote.

  • Commodity codes and duty resolved up front
  • Landed cost per consignment, not a guess plus a margin
  • Customs and bond paperwork produced from the same record
Walk through the system → See it live ↗
FORMATIONS & TAX Live

Incorpwise

Company formed, registered office standing, payroll and landlord tax running behind it.

  • UK Ltd formation with the filings that follow it
  • Registered office and mail handled as a service, not a to-do
  • Payroll and landlord tax on the same client record
Walk through the system → See it live ↗
/ALSO ON THE ENGINE
attoh.digital · agency flagship Snap suite · free to try Costa AI Marketing · Costa del Sol Pharoah Technology · build shop attoh.casa · Spanish property attoh.eu · EU compliance tools amayaholdings.co.uk · sister surface
/BUILD / HOW WE SHIP

Built like a product team — not a freelance gig.

Every Snap follows the same path from blank page to live app: tight scopes, hardened backends, sector-accurate copy, governance baked in — the same bar for the first Snap and the fiftieth, so nothing ships as a prototype and stays one.

01

Discover · scope the one decision

Every app starts from one operator decision worth getting right — a deadline, a margin call, a compliance question. We work the scope down until the app does that one job better than anything else on the market.

Scope one decision, one tool
02

Engineer · backend, frontend, governance

FastAPI backend with hardened contracts, vanilla HTML/CSS/JS frontend (no framework lock-in), shared governance routes for audit, decision log, payment gates and human-approval gates. Every Snap ships with the same operating spine.

Engineer production from day one
03

Source · accurate to the day it ships

Every calculator is wired to a live source registry — HMRC, Companies House, ICO, sector regulators, official statutory instruments — so when a rule changes, the affected app is flagged and patched inside that week's freshness run.

Source official, monitored, dated
04

Ship · Cloudflare Pages, no framework tax

Static frontends on Cloudflare Pages, Python backends on managed infra — plain enough that there is no build step or bundler to maintain, and each app is standalone: it moves between domains, hosts, even owners, as a copy rather than a rewrite.

Ship portable · standalone
/ROADMAP / OUTCOMES COMING NEXT

The outcomes we are building next.

Each item below is one new outcome we are scoping into the suite — a decision an operator currently outsources to a consultant, a spreadsheet, or hope. Some are in private beta, some in design, some in commercial scoping. If one of these is your problem, talk to us early.

/ 01 · IN BUILD

Sovereign Authority publishing platform

Long-form research surface for UK SME advisory — sector briefings, regulatory drift notes, "what changed" round-ups. Authoring tools and distribution layer in build.

/ 02 · IN BUILD

Unified operator portal

The portal that ties the Snap suite, the ATTOH hubs, and partner integrations into one operator dashboard. Lead routing, decision log, and client surface in one place.

/ 03 · DESIGN

Cyber + insurance decision-support

SME cyber posture and insurance comparison tools — sized for owner-managed businesses that are too small for enterprise vendors and too exposed for spreadsheets.

/ 04 · DESIGN

Pension, payroll, tax & IP Snap lines

Auto-enrolment readiness, payroll error catch, R&D credit eligibility, VAT registration triggers, trademark and immigration checks — the small calls that cost owner-managed businesses real money when they slip.

Also scoping: a white-label app studio so accountants, law firms and consultancies can ship their own branded decision-support app on our spine — one Snap engine, rebadged.

/STORY / WHY THIS EXISTS

One operator. One bet. Outcomes — not seats.

ATTOH Tech is the build studio inside ATTOH LTD (CH 14079382) — a private UK operating group formed after years of watching SMEs buy AI by the seat, the token and the API call, and absorb every miss themselves.

The bet is simple. The current AI market sells infrastructure and asks the owner-managed business to operate it. That model leaks money — wrong prompts, missed updates, unsupervised drift — and the buyer carries the risk. We sell outcomes. Each Snap, each Forge, each platform on this page is scoped to one decision the operator can name, priced against the result it produces, and supervised end-to-end so the model is our problem rather than theirs.

That bet has shipped 22 Snap apps, a 7-app Forge line, six platforms in build, an agent fleet across 7 departments, and a shared Postgres brain with 480+ schema releases underneath. The sister surfaces — attoh.digital, attoh.casa, attoh.eu — all sit on the same engine.

If you want a partner who builds AI as a result you can point at, not a tool you have to babysit, you are in the right place.

Vanilla HTML/CSS/JS · no framework Python · FastAPI Supabase Postgres · RLS Cloudflare Pages Claude · multi-model fallback Weekly source-freshness CI
/CONTACT / TALK TO US

If one of these apps is your problem — or your build pipeline — talk to us.

ATTOH Tech ships custom apps for UK SMEs. Sometimes that means picking a Snap off the shelf and configuring it for your business. Sometimes it means designing a new vertical app from scratch. Sometimes it means quietly white-labelling the engine for an accountancy or law firm that wants to own the decision surface in its sector.

30 minutes, plain English, no decks. Tell us the decision you need an app to make — we will tell you whether it is a Snap configure, a new build, or a roadmap item we can pull forward.

  • Reply inside one working day
  • UK-based · ATTOH LTD · CH 14079382
  • NDA on request before any build scope
Email hello@attoh.tech → See attoh.digital (agency tier)
/ ENQUIRY

Send us the decision.

Name, email, and the decision your app needs to make — that's it. We'll come back with the route (Snap configure, new build, or engine licence) and the numbers.

By submitting you agree to a 30-min discovery call. We don't share details with anyone outside ATTOH LTD.

/BRAND / LOCKED IDENTITY SYSTEM

ATTOH Intelligence — brand spine.

#0A0A14 · base
#D4A843 · gold accent
#F4F0E7 · primary text

Display · Syne 800
Body · Geologica 300-600
Mono · JetBrains Mono 400/500

Download full brand spec →

ATTOH Intelligence primary wordmark ATTOH Intelligence attoh.tech anchor wordmark
/FAQ / BEFORE YOU EMAIL

What people ask before the call.

Quick answers to the questions we hear most often. Anything deeper, just email and we will get into it on a 30-minute call.

01 What do you mean by "outcome-based AI"? +
Most AI is sold as infrastructure — per seat, per token, per call — and the buyer absorbs the work of prompting, supervising and correcting it. We build the other model: each app is scoped to one operator decision, ships with the source-of-truth and supervision baked in, and is priced against the outcome it produces (a filing cleared, a margin defended, a risk flagged) — not the hours of a model behind it.
02 Is attoh.tech a product I can sign up for? +
Not directly. attoh.tech is the showcase. The actual apps live on attoh.digital/snap — most are free to try and each has its own product page, contact route and configurator. attoh.tech exists to give you the index, the roadmap and the ethos.
03 How is attoh.tech different from attoh.digital, Pharoah Technology and Supreme Digital? +
They all sit on the same engineering core, but each carries a different brand and audience. ATTOH Digital is the flagship agency surface — premium custom builds and the AI Business-in-a-Box configurator. Pharoah Technology is the build shop — the engineering team behind the door for agencies and partner firms who want their brand on the front. Supreme Digital is the white-label tier for accountants, law firms and consultancies who sell websites to their own clients. attoh.tech is the build studio itself — the apps (Snap, Forge), the platforms on the roadmap, and the ethos behind all of it.
04 What is the difference between a Snap app and a Forge app? +
Snap apps are decision-support — the outcome is an answer the operator can act on ("Am I exposed under DSAR?", "Is this RRA-compliant?"). Forge apps are generative — the outcome is a sendable artefact (a proposal, a job spec, an invoice, a portal). They pair: a Snap qualifies the situation, a Forge ships the deliverable that follows. Same engineering core, different mode.
05 Can you build a custom app for my sector? +
Yes — that is the core of what ATTOH Tech does. The Snap suite is what we have shipped so far; the engine underneath is reusable. If your sector is not on the list, send a short note describing the decision you want the app to make and we will come back with a build outline.
06 Do you offer white-label for accountants or law firms? +
Under commercial agreement, yes. The white-label app studio is on the roadmap as a productised tier; case-by-case white-labelling is already live. Talk to us early — scoping a sector-specific app for a partner firm is a 4-to-8 week conversation, not an off-the-shelf order.
07 What tech stack do you build on? +
Vanilla HTML/CSS/JS on the frontend (no framework lock-in), Python + FastAPI on the backend, Supabase Postgres for shared data, Cloudflare Pages for hosting, Claude as the primary AI layer with multi-model fallback. Every app is standalone and portable.
08 Who owns ATTOH Tech? +
ATTOH Tech is the build studio inside ATTOH LTD (CH 14079382), a private UK operating group. Sister surfaces include attoh.digital (agency tier), attoh.casa (Spanish property), attoh.eu (European compliance tools) and several sector hubs.
/NETWORK / SISTER SURFACES

One group. Many surfaces.

ATTOH Tech ships under ATTOH LTD (CH 14079382). Each surface below has its own audience, its own job, and its own commercial route.

attoh.digital · agency tier attoh.casa · Spanish property office attoh.eu · EU compliance tools incorpwise.co.uk · UK formations aifreight.uk · freight, bond & logistics OS outcomesuwant.com · outcomes, not software amayaholdings.co.uk · sister surface
ATTOH.tech · the app suite and build pipeline · for marketing builds see attoh.digital
ATTOH Tech · outcome-based AI

Outcomes — not seats, not tokens, not chat boxes.

ATTOH Tech ships AI as a result the operator can act on. One app, one decision, one answer — sourced to the day it ships, supervised end-to-end, priced against the outcome it produces.