SaaS & MVP development · AI automation

Got an idea for an app or SaaS product? We'll build the first working version.

Got an app or SaaS idea? We'll build the first working version.

Already running a business?

Automate the repetitive work slowing it down.

Clear scope, fixed pricing and senior engineers throughout.
Most standard projects live in 2–3 weeks · No obligation
Scope agreed first Fixed setup price Optional monthly care
The Reality For Growing UK Businesses

What are you trying to move forward?

Launch a focused product or improve the business you already run.

Speed to Lead
Product idea

You have an app idea but no technical team

Turn a focused concept into a working first version without searching for a technical co-founder.

Admin Overhead
MVP validation

You need something real to test with users

Move beyond mockups with a usable MVP built around the smallest sensible launch scope.

Siloed Systems
Automation

Repetitive work is consuming useful time

Automate routine enquiries, documents, reporting and operational handoffs while keeping people in control.

Agency Lock-in
Connected systems

Your existing tools do not work together

Connect the inboxes, calendars, CRMs and internal systems your team already depends on.

Speed to Lead
Product idea

You have an app idea but no technical team

Turn a focused concept into a working first version without searching for a technical co-founder.

Admin Overhead
MVP validation

You need something real to test with users

Move beyond mockups with a usable MVP built around the smallest sensible launch scope.

Siloed Systems
Automation

Repetitive work is consuming useful time

Automate routine enquiries, documents, reporting and operational handoffs while keeping people in control.

Agency Lock-in
Connected systems

Your existing tools do not work together

Connect the inboxes, calendars, CRMs and internal systems your team already depends on.

← Swipe to explore bottlenecks →
SELECTED PROJECTS

The problem, build and outcome: at a glance.

Browse project work without opening long case studies. Every card shows what the client needed, what we built and the practical result.

7 projects
ClassPilot automated grading interface with inline evaluationEdTech / Grading Automation

ClassPilot

Project contact: Benjamin

Automated student assessment marking with real-time feedback and teacher override

OutcomeTeacher-led

Automated marking with manual review and override

Problem

Teachers were spending large amounts of manual time grading student submissions by hand, leading to delayed student feedback and burnt-out educators.

What we built

Engineered an automarking system using Gemini Vision for visual and text assessment, structured JSON streaming for live rubric scoring, teacher override checkpoints, and admin/teacher RBAC.

Gemini VisionStructured JSON StreamingMulti-Role RBAC+2
Genial AI multi-tenant enterprise agent management workspaceEnterprise AI Platform

Genial AI

Project contact: Fabien

Multi-tenant platform letting enterprises deploy teams of task-specific AI agents

OutcomeMulti-Agent

Separate agents, data and permissions by workspace

Problem

Enterprises required multiple specialised AI agents rather than one generic chatbot, configured for distinct departmental workflows and securely partitioned across team workspaces.

What we built

Architected a scalable multi-tenant SaaS platform where admins can spin up custom agents, define bespoke system prompts, mount specific data sources, and manage team permissions.

Multi-Tenant SaaSPer-Agent System PromptsNext.js 15+2
Prism autonomous brand audit executive output reportAI Brand Strategy / Audit

Prism

Project contact: Aaron Evans

Autonomous 4-stage brand audit from a single URL to a full, data-backed strategy in minutes

Outcome4 stages

From URL analysis to a structured brand audit

Problem

Brand audits are normally slow, expensive, and frequently rely on subjective or generic AI opinion rather than verifiable evidence.

What we built

Engineered an autonomous multi-stage pipeline using Claude and Gemini to scrape, analyze, cross-examine market positioning, and synthesize revenue-leak insights with strict data privacy.

Anthropic ClaudeGeminiMulti-Stage Autonomous Pipeline+2
Frontdesk AI clinic coordination and voice operations dashboardHealthcare / Clinic Operations

Frontdesk AI

Project contact: Justin

End-to-end clinic operations platform combining voice booking, retrieval Q&A, and daily briefings

Outcome8 Workflows

Connected automations for clinic operations

Problem

Healthcare clinics required a reliable operations system that could answer patient queries accurately from genuine protocol documents, refuse questions not covered by those documents, automate voice booking, and produce daily management briefings.

What we built

Architected a hybrid RAG pipeline on pgvector and Cohere with deterministic refusal guards, connected to a Vapi conversational voice agent, multi-agent LangGraph orchestrator, custom MCP server, and Supabase backend.

pgvectorVapi Voice Agentn8n (8 Workflows)+4
Legal research platform citation verification pipelineLegalTech

Legal Research Platform

Project contact: David

Direct API integration with LexisNexis and case law databases for verified citations

OutcomeSource-led

Research output linked back to legal sources

Problem

Attorneys cannot use generic generative AI tools because ungrounded LLMs frequently hallucinate legal citations or misquote statutory precedents.

What we built

Implemented deterministic retrieval pipelines that query official legal APIs, cross-reference judicial opinions, extract verified holdings, and present verifiable hyperlinked sources for human legal review.

LexisNexis APICase Law Database APIsPython+2
Conversational career guidance interface with structured stepsConversational AI / Guidance

Career Guidance Chatbot

Production conversational AI providing structured, actionable student career pathways

OutcomeLive

Deployed in production on Railway infrastructure

Problem

Students seeking guidance were overwhelmed by unstructured career sites and walls of generic text that failed to provide actionable next steps.

What we built

Developed a structured conversational assistant that parses student interests, guides them through discovery questions, and outputs cleanly formatted action plans.

PythonOpenAIRailway+1
Persona AI serverless backend infrastructure architectureBackend & Cloud Infrastructure

Persona AI

Personality-assessment SaaS running on a 71-function serverless backend with Big Five scoring

Outcome71 functions

Serverless backend mapped, repaired and documented

Problem

The client needed a resilient, high-concurrency cloud architecture to score complex personality assessments in real time, securely store sensitive PII, and handle recurring subscriptions smoothly.

What we built

Engineered a distributed serverless architecture on AWS Lambda with PostgreSQL column encryption, algorithmic psychometric normalization, and automated Chargebee subscription hooks.

awsAWSNode.jsPostgreSQL+2
HOW IT WORKS

One clear process, whether you need a product or automation

You work directly with an engineer, agree the scope and price first, then see the solution through build, testing and handover.

01

Tell us what you want to build or improve

Bring an app idea, a SaaS concept or a business process that is taking too much time.

02

Agree the smallest useful scope

We define the first product version or automation workflow, price and delivery plan before work begins.

03

Build, test and launch

Senior engineers build the agreed solution and test it with you before it goes live.

04

Handover or keep improving

Take the documented handover or choose optional ongoing support as users and requirements evolve.

Not sure which route fits? Start with a short conversation.

TRANSPARENT UK PRICING

Clear starting points for products and automation

Choose a focused MVP build or an automation package. Scope and pricing are agreed before development starts.

Fast Validation1–2 weeks

Micro-MVP

A simple single-feature app or tool, built fast using modern AI-accelerated frameworks. Perfect for validating whether real people will use and pay for your idea.

from £500 – £1,500one-off fixed project
  • Single core feature built and tested end-to-end
  • Clean, responsive Next.js web application
  • User authentication and database setup
Compare full MVP details and inclusions
WHY MENTALLION SYSTEMS

Built for ambitious businesses who want practical results, not agency hype

We strip away account managers, confusing buzzwords, and predatory lock-in contracts. You work directly with senior engineers focused on verified ROI.

Clear ownership and handover terms

Bespoke deliverables are handed over after payment, with project documentation and transferable access where providers allow it. Third-party and open-source licences remain subject to their own terms.

Direct senior engineers, no account managers

Direct Communication

Work directly with the software engineers who architect, write, and deploy your code. No middle management telephone games and no outsourced call centres.

No long-term lock-in

Low Risk

Monthly care plans are optional and roll month-to-month. You can cancel a care plan with 30 days' notice.

Fixed price, agreed upfront

No Surprises

Setup costs and monthly care fees are agreed before work starts. Any change in scope is discussed and approved first.

Senior-led delivery

Production Rigor

Work directly with experienced software engineers who build and ship production systems. No junior handoffs or untested trainees.

Frequently Asked Questions

Clear, straightforward answers about our technology, data privacy, cancellation terms, and code ownership.

Project availability

What would you rather stop doing manually?

We limit concurrent projects so each engagement receives direct engineering attention. We will confirm current availability on the discovery call.

No pressure and no automated sales sequence after the call.

No obligation 15-min callFixed price agreed upfrontRolling month-to-month
Start a conversation

Tell us what needs to work better.

Share the repetitive bottleneck, the software tools you use, and what a successful outcome looks like. A lead engineer will reply within one business day.

You speak directly with a lead engineer.

Fixed price agreed upfront before any work.

No persistent sales follow-ups.

Direct enquiry

By submitting, you agree that a UK engineer may contact you about this enquiry.