AI-Assisted Engineering · UK-based · Production-focused

AI-Native SaaS Architect & Builder

I build full-stack SaaS products and AI automations using structured agentic engineering workflows — scoped, verified, deployed and maintained. No account manager layer. No hand-offs. No AI on autopilot.

Mobile-first apps for small businesses — works on any phone and installs to the home screen with its own icon. One build, not separate iPhone and Android apps.

Founder of BestFootballPredictions.co.uk — a fully automated AI SaaS live in production. XGBoost ML pipelines, Stripe billing, Hetzner infrastructure, Cloudflare CDN. Same architecture I deliver for clients.

Focus
Reliability & business outcomes
Delivery
End-to-end, solo, accountable
Clients
Founders and SaaS teams

About

Built in production, not just in slides

I work with founders who need a complete product built without hiring a full team, and with existing products that need stabilization, hardening, or reliability improvements.

I build full-stack SaaS products and AI automations using structured agentic engineering workflows — scoped, verified, deployed and maintained. No account manager layer. No hand-offs. No AI on autopilot.

You do not need to know what an MVP or SaaS means. Many clients start with a business website, booking tool, dashboard, or automation that replaces spreadsheets and manual admin — scoped in plain English before anything is built.

BEng Software Engineering (Upper Second Class Honours), London Metropolitan University. Based in Greater Manchester — structured workflows with verification at each step, the same discipline behind my live product and client deliveries.

How I work

Solo accountability. Senior execution.

No account managers. No hand-offs to juniors. Every architecture decision and production line is mine — you talk to the engineer building your product.

Production-first from day one.

MVPs that are not ready for real users are prototypes. Every build includes deployment, smoke testing, and a stabilization window. I do not ship and disappear.

Scope discipline. No scope creep.

Every engagement starts with defined scope. Change requests are transparent and quoted separately — you always know what you are paying for and why.

Build once. Maintain properly.

Optional monthly care plans keep your product stable after launch. Handover notes and architecture docs are included in every delivery — not an afterthought.

Best-fit projects

  • Founders without a dev team who need MVP or production SaaS built and shipped without hiring and managing a full team.
  • Existing SaaS with reliability issues, performance problems, or technical debt blocking growth.
  • API-heavy products that need fallback logic, retry strategies, and resilience when third-party services fail.

Proof of work

Live product, full stack, solo-built

BestFootballPredictions.co.uk is not a concept — it is a production SaaS with the same architecture patterns I deliver for clients.

Founder · Live in production

BestFootballPredictions.co.uk

Founder and sole architect — full-stack AI SaaS with XGBoost pipelines, Stripe billing, drift detection, and self-healing infrastructure in production.

Visit live siteRead full case study

Frontend

Next.js + TypeScript

Backend

FastAPI + MySQL

Ops

Linux · Nginx · Cloudflare

What this demonstrates

  • Next.js + FastAPI + PostgreSQL/MySQL production architecture
  • Automated data pipelines and scheduled background jobs
  • Third-party API resilience (fallback, cache, degraded mode)
  • Live production debugging (routing, payloads, service behaviour)
  • Infrastructure security (SSH hardening, fail2ban, firewall lock-down)
  • Operational audits (app logs, nginx, watchdogs, scheduler health)

Services

What I deliver

Production-ready SaaS engineering — from greenfield builds to rescue and hardening of live systems.

Full SaaS builds

Frontend, backend, database, auth, billing, and admin essentials — production-ready, not prototypes.

Resilient API integrations

Fallback logic, retries, cache-first behaviour, and graceful degradation when third-party APIs fail.

Automated pipelines

Scheduled jobs, data sync, model refresh flows, health checks, and background operations.

Production deployment

Linux, systemd, Nginx, Cloudflare, smoke tests, and rollback-safe release workflows.

Security hardening

JWT/RBAC, rate limiting, SSH hardening, firewall rules, and brute-force protection.

Stabilization & rescue

Live incident diagnosis, log forensics, uptime fixes, and operational reliability improvements.

Engineering process

AI-Assisted. Not AI-Abandoned.

AI can generate code fast. Production software still needs architecture, debugging, verification, deployment discipline and maintenance.

My workflow uses AI agents inside a structured engineering process — not as a replacement for it. Faster delivery, without treating your business software as an experiment.

01

Context mapping

Before any code runs, I map the system: dependencies, data flow, failure points, scope boundaries. AI generates nothing until the architecture is clear.

02

Architecture decisions

AI generates options. I decide what goes in — and what doesn't. Stack choice, data model, API contracts: engineering decisions, not autocomplete.

03

Small, reversible changes

No 500-line AI dumps committed blindly. Incremental, verified steps — each one checked before the next. If something breaks, I know exactly where.

04

Manual debugging

AI can't read your logs, your production environment, or your edge cases. I can. Every issue gets diagnosed and fixed — not patched over with another prompt.

05

Smoke testing + deployment

Deployment is not the finish line. Smoke tests, health checks, and a stabilization window before handover. If it breaks post-deploy, I fix it.

06

Handover + documentation

Every delivery includes architecture notes, environment config, and a README. You own what was built — no black box, no dependency on me to explain it.

The difference between fast and reckless: structured agentic engineering means AI works inside a process that has checkpoints, reversibility, and a human accountable for the outcome. Not a prompt and a prayer.

Default stack

Technologies I ship with

Lean, proven tooling — PostgreSQL or MySQL for new SaaS builds, FastAPI + Next.js by default, extended when the project needs it. Not a buzzword list.

Backend

PythonFastAPIUvicornAPSchedulerPydanticPostgreSQLMySQLRedis

Frontend

Next.jsTypeScriptReactTailwind CSSPWA

ML / Data

XGBoostscikit-learnpandasnumpyscipy

Infra / Ops

UbuntusystemdNginxCloudflareVercelHetznerUFWfail2ban

Integrations

StripeAPI-SportsThe Odds APIResend

Workflow

Git / GitHubCursor AI-assisted engineeringProduction debugging

Post-launch

I do not build and disappear

After launch, most SaaS products need ongoing monitoring, updates, fixes, backup checks, dependency maintenance, security patches, and small improvements. I offer optional monthly care plans so your product stays stable after delivery — without the cost of hiring an in-house developer or DevOps admin.

Build once. Maintain properly. Avoid silent failure.

BuildDeployStabilizeMaintainImprove

Ops foundations in production builds

Every production build is designed to be maintainable — not a black box only I can operate. Clear documentation, clean repo, and operational hooks from day one.

  • Health checks and readiness endpoints
  • Structured logging and error boundaries
  • Backup verification patterns
  • Uptime monitoring and cron watchdogs
  • Circuit breakers and fallback modes where needed
  • Admin diagnostics and deployment notes
  • Rollback guidance and incident runbook basics

Business-hours support (UK). Response targets are for triage and acknowledgement — not guaranteed fix times. No 24/7 on-call unless agreed separately.

Scope clarity

What you buy — and what stops at the boundary

You are not buying a vague website. You are buying architecture, implementation, deployment, security basics, operational stability, and optional post-launch care — with limits written upfront.

Every build includes

  • Architecture plan aligned to scope
  • Frontend implementation (Next.js + React + TypeScript + Tailwind)
  • Mobile-first UI · installable on phone with home-screen icon (PWA) when needed
  • Backend API (FastAPI + Python + Pydantic)
  • Database schema (PostgreSQL or MySQL)
  • Authentication setup
  • Payment integration when required (Stripe basics)
  • Admin essentials
  • Deployment (Vercel / Hetzner / Cloudflare as appropriate)
  • Environment configuration and .env.example
  • Security basics (validation, error handling, rate limits where needed)
  • Smoke testing and handover notes
  • Optional post-launch care plan

Not included by default

  • Unlimited revisions or unlimited scope changes
  • Native iOS / Android applications
  • Complex enterprise compliance (SOC2, ISO, etc.)
  • Major redesigns after approved scope
  • Advanced AI model training or fine-tuning
  • Large-scale data migration
  • 24/7 on-call support
  • Unscoped third-party integrations
  • Full Figma design systems or complete brand/copy packages
  • Marketplace, multi-tenant enterprise, or unlimited feature creep

How engagement works

Free fit call. Paid planning. Scoped builds.

Senior solo execution — scoped delivery, not an agency team.

You work directly with the engineer who architects, builds, and deploys your product. Stack-standardized, AI-assisted delivery — without account-manager overhead or junior hand-offs.

Free Initial Consultation

Free (15–30 min)

A short, no-obligation conversation to understand your project, goals, current challenges, budget and expected timeline.

  • What I build and how I work
  • What I may be able to deliver
  • Whether the project is a good technical fit
  • What the next practical step would be

This initial call does not include a detailed technical audit, architecture design or written project specification.

Technical Consultation & Solution Planning

£50/hour

Typical next step after the free discovery call when you need technical depth — architecture, scope, and a clear path to a fixed build quote. Usually 1–3 hours.

  • MVP or SaaS requirements
  • Architecture and stack selection
  • Integrations and automation
  • Production and deployment planning
  • Security, scalability and technical risks
  • Scope, priorities and implementation roadmap

Development

£40/hour

Development, integrations, debugging, automation, deployment and ongoing technical work.

  • Full MVP and SaaS projects can also be quoted at a fixed price after the scope has been agreed.

Optional day rate: £320/day. Payment on fixed builds: 40% upfront · 40% milestone · 20% final delivery.

Starting package prices

Free discovery call (15–30 min), then technical planning at £50/h when needed. Fixed builds from £1,200 automation and £2,800 MVP — final quote after scope.

Popular for North West SMEs

Automation & Workflow Build

1–2 weeks

From £1,200

One primary workflow scoped before build — ideal for SMEs replacing spreadsheets and manual admin. Final quote after scope.

Self-employed operators and small businesses who need one reliable automation, not a full product rebuild.

  • One scoped workflow or automation
  • Simple external integration (email, calendar, Stripe basic)
  • Minimal monitoring dashboard
  • Deployment + handover notes
Full scope details

Included

  • +Workflow mapping and scope definition
  • +FastAPI backend with one primary automation flow
  • +One simple third-party integration where needed
  • +Minimal admin or status dashboard (single page)
  • +Deployment and smoke test
  • +README and handover notes

Not included

  • Full SaaS product or multi-feature MVP
  • Complex multi-tenant architecture
  • Many unscoped API integrations
  • Advanced AI model training
  • Unlimited scope changes
Request scope

MVP Sprint

3–5 weeks

From £2,800

Entry scope: 3 core features, defined before work starts. Larger MVPs quoted after scope — not unlimited features.

Founders and small startups validating with real users — scoped before start, priced for SMEs not agency budgets.

  • Core workflow (from 3 scoped features at entry)
  • Frontend + backend + database
  • Auth basics; payments if scoped
  • Deployment + smoke tests
Full scope details

Included

  • +Next.js + React + TypeScript + Tailwind setup
  • +FastAPI + Python backend
  • +PostgreSQL or MySQL
  • +From 3 clearly defined core features at entry scope (more quoted separately)
  • +Basic auth: login / register / reset or external provider
  • +Stripe basics if included in agreed scope
  • +Minimal admin dashboard when scoped
  • +Up to 1–3 simple API integrations when scoped
  • +Deployment on Vercel / Hetzner / Cloudflare as appropriate
  • +Environment config and .env.example
  • +Basic validation, error handling, loading states
  • +Smoke tests / manual QA pass
  • +README and handover notes
  • +One round of small post-review adjustments

Not included

  • Native mobile apps
  • Advanced custom design or full branding
  • Complex marketplace or multi-tenant enterprise architecture
  • Serious AI model training
  • Many unscoped API integrations
  • 24/7 support
  • Unlimited features after sprint start
Request scope

Production SaaS Build

6–10 weeks

From £7,900

Typically after an MVP sprint or for subscription products — not the default first build for most local SMEs. Final quote after scope.

Founders who need production-grade billing, automation, security, and operational stability from launch.

  • Everything in MVP Sprint, production-grade
  • Subscriptions, jobs, resilience layers
  • Security hardening + runbook
  • Stabilization window after launch
Full scope details

Included

  • +Everything in MVP Sprint, with stronger architecture for growth
  • +Role-based access when required
  • +Stripe subscriptions / plans / webhook handling
  • +More complete admin dashboard
  • +Background jobs and schedulers
  • +Basic email notifications
  • +Logging and error tracking basics
  • +Fallback logic for external APIs
  • +Caching / CDN strategy where it makes sense
  • +Database schema designed for maintainability
  • +Security hardening: rate limits, headers, env separation, secrets handling
  • +Production deployment + simple staging when justified
  • +Smoke test checklist and runbook (start, debug, deploy)
  • +Limited stabilization window after launch (scoped in agreement)

Not included

  • Enterprise multi-team systems
  • Advanced analytics / data warehouse
  • High-availability multi-region infrastructure
  • Complex permissions engine
  • SOC2 / ISO compliance programmes
  • Large AI training or fine-tuning projects
  • Native mobile apps
  • 24/7 support
  • Feature creep after signed scope
Request scope

Stabilization / Rescue

Scoped engagement

From £900

Scoped rescue assessment — read-only review, written report, and defined fixes quoted before work starts.

Live website or app that is broken, slow, or fragile — scoped diagnosis and fixes, not open-ended support.

  • Read-only review of logs, routing, DB, API, hosting
  • Written report of issues and recommended fixes
  • Critical fixes on agreed scope only
  • Verification pass after changes
Full scope details

Included

  • +Audit of logs, routing, database, APIs, hosting, build/deploy
  • +Bottleneck and critical bug identification
  • +Fixes on agreed, defined problems
  • +Performance quick wins where feasible
  • +Security quick wins where feasible
  • +Backup and deploy sanity check
  • +Report of what changed and what risk remains
  • +1–2 verification rounds after fixes

Not included

  • Complete rewrite or greenfield rebuild
  • Unlimited support
  • Major refactor without a separate package
  • Guarantee to fix any legacy system in a few days
Request scope

Monthly care

Optional maintenance

Post-launch cover if you want monitoring, updates, and backup checks — not unlimited new features or open-ended support.

Optional entry cover

Care Basic

Small app or low-risk live product

From £250 / mo

Response target: 5 business days (triage)

Included: ~1 hour small fixes / month

  • Uptime checks and backup verification
  • Monthly dependency and security review
  • Small fixes within included hours
  • Scheduled maintenance — P1 incident response not included (see Standard or Priority)
  • Email support (business hours, UK)
Request scope

Care Standard

Live SaaS / MVP in production

From £500 / mo

Response target: 2 business days (triage)

Included: ~3 hours fixes / month

  • Everything in Care Basic
  • Monitoring and logs review
  • Dependency and security updates
  • Small iterative improvements within scope
  • Short monthly report
Request scope

Care Priority

Business-critical SaaS

From £900 / mo

Response target: 24 business hours (triage)

Included: ~6 hours fixes / month

  • Everything in Care Standard
  • Priority incident triage
  • Staging and deployment support
  • Monthly operational improvement report
Request scope

Response targets by severity

Triage and acknowledgement targets — not guaranteed fix times.

SeverityExampleBasicStandardPriority
P1 CriticalApp down, payments broken, data-loss riskNot included2 business days24 business hours
P2 HighMajor feature broken, no workaround5 business days3 business days2 business days
P3 NormalNon-critical bug or operational issue5 business days5 business days5 business days
P4 ImprovementCosmetic change or enhancement requestNext maintenance windowNext maintenance windowNext maintenance window

Care plan terms

  • Care plans include monitoring, maintenance, updates, backup checks, security reviews, and limited support hours — not unlimited new features or full rebuilds.
  • Third-party outages and out-of-scope work are excluded unless agreed separately.
  • Unused support time does not roll over unless explicitly stated in your agreement.
  • Additional work beyond included hours is billed at the development rate (£40/hour).
  • Response targets mean when triage/acknowledgement begins — not guaranteed resolution time.
  • Major new features are quoted separately — not included in monthly care.

Contact

Book a free discovery call (15–30 min) — or paid technical consultation

Free call = fit, budget ballpark, and next steps. Technical consultation (£50/hour) = architecture, scope, and planning before a fixed build quote. Development is £40/hour or fixed price after scope.

Free Initial Consultation: Free · 15–30 min

Technical Consultation: £50/hour

Development: £40/hour

Location

Wigan · North West England

The free discovery call does not include detailed technical planning, architecture design, or a written project specification — paid consultation at £50/hour covers that when needed.