Ex-AWS AI Consultants · UK-Based

AI that actually gets built

We design, build, and deploy voice agents, chatbots, RAG pipelines, and AI agents on AWS. Production-grade. In weeks, not months. You own the code, the infrastructure, and the results.

Ex-AWS engineers

Built on AWS Bedrock

Production-grade delivery

UK-based team

The problem

Most businesses have one of three AI problems

Problem 1: The strategy trap

They've had the workshops. They have the roadmap. Nobody's built anything yet. Consultancies delivered decks; implementation stalled.

Problem 2: The tools gap

They've tried ChatGPT and Copilot. What they actually need is AI connected to their own data, systems, and processes, not the open internet.

Problem 3: The starting line

They know AI exists, they know it matters, but they don't know where to begin. No clear first project, no roadmap, and no team member with the time or expertise to lead it.

Flow AI builds the thing. Not the deck about the thing.
What we build

What we deliver

Three core delivery areas. All built on AWS, all production-grade, all yours to keep.

AI Agents & Agentic Systems

Autonomous systems that reason, plan, and execute complex multi-step business processes. Built on AWS Bedrock with human-in-the-loop controls at every critical decision point.

AWS Bedrock
LangGraph
Anthropic Claude
RAG Pipelines & Knowledge Systems

Connect your LLMs to your internal data. Accurate, context-aware AI grounded in your business knowledge, with citations and guardrails that stand up to audit, not hallucinated from the open internet.

AWS Bedrock
OpenSearch
Anthropic Claude
Voice Agents & Chatbots

Production-grade voice agents and chatbots for regulated industries. Built on Amazon Connect, Amazon Lex, and Bedrock, with full call transcription, human-oversight gates, and the audit trail compliance teams demand.

Amazon Connect
Amazon Lex
AWS Bedrock
Client testimonials

What clients say

What could have been a 4-month setback was turned into a major success. The solution inspired our team to envision 60+ use cases for our platform, opening up hundreds of additional opportunities across our organization.

H

Head of Digital Transformation

Global Healthcare Company

The solution is going to save our investment services team a tremendous amount of time and risk. The new system eliminated time-consuming, error-prone manual steps.

H

Head of Investment Services

Financial Services Firm

Accomplished in a week what was estimated to take two engineers. The comprehensive labs covered a wide range of topics and have been well-received by our teams.

S

Senior AI Architect

Technology Company

The team helped us architect our Next.js application on CloudFront and S3. Their expertise and guidance, including building demos, was invaluable in helping us understand the best approach and provided significant architecture simplification.

S

Senior Solutions Architect

Enterprise Technology Company

Why ex-AWS

Not just AWS certified. Ex-AWS.

Most consultancies are AWS certified. That means they've passed exams. Our engineers have worked inside AWS, contributing to AWS CLI, CDK, SAM, and Amplify; presenting at AWS re:Invent and AWS Summits; and deploying production AI solutions on the same AWS Bedrock platform we use for every client engagement.

That depth of knowledge changes the quality of what gets built. We don't guess at AWS best practices. We helped write them.

AWS Certified Developer
Ex-AWS contributor (CLI, CDK, SAM, Amplify)
re:Invent & AWS Summit speaker
AWS Bedrock production deployments
Thomson Reuters · Ryanair · Fortune 500 clients
Recent engagement
Featured case study
HR Technology • 12 weeks

A voice agent and chatbot that handle 70% of candidate-ops admin, with human-in-the-loop gates on every sensitive action and a full action audit trail

We replaced spreadsheet-driven operations with a governed network of AI agents, an agentic voice system and chatbot backed by MCP servers, that now handle an estimated 70% of candidate-ops admin, with mandatory human-oversight gates on every candidate- and client-facing action and a complete audit trail of what each agent did and why.

Mapped every customer-facing and back-office workflow over a 2-week discovery, ranking each by automation feasibility, risk and ROI

Stood up internal MCP servers exposing Greenhouse, HiBob, Slack, Notion and the data warehouse as governed tools, each with scoped permissions and access logging

Built specialised voice and chat agents for sourcing, scheduling, candidate comms and weekly client reporting, each with explicit human-in-the-loop checkpoints before any sensitive or outbound action

Outcomes

The voice agent and chatbot now handle an estimated 70% of candidate-ops admin, with human-oversight gates on every sensitive action and zero consent or data-handling incidents to date

Roughly 3x pipeline throughput within 90 days with no added ops headcount

Client-reporting cycle cut from ~6 hours/week to ~20 minutes, with a human reviewing every AI-drafted report before it goes out

A fully auditable agent estate the founders can trust and extend, rather than an opaque black box

How we work

How an engagement works

01
Discovery call (free, 30 minutes)

We understand your situation, your systems, and what you're trying to solve. You understand whether we're the right fit. No commitment, no proposal unless you want one.

02
Readiness Assessment (from £1,500)

We map your conversations, identify your highest-ROI voice and chatbot use cases, and deliver a prioritised written report with a recommended pilot-to-production roadmap. Assessment fee is credited in full against any subsequent project.

03
Build

We design and build the solution on AWS. You're involved at every stage: architecture review, progress updates, testing. Timeline and scope agreed upfront. No surprises.

04
You own everything

Code, infrastructure, documentation: all yours. Deployed to your AWS account. We offer ongoing support if you want it, but there's no lock-in.

Pricing signals

Transparent from the start

We don't hide prices behind a contact form. Here's what engagements typically look like.

From £1,500
Starter Assessment

For smaller businesses (5–30 people). Conversation review, use-case identification, prioritised written report. Typically 2 days. Credited against your project.

From £3,500
Full Assessment

For mid-size to larger businesses (30–500+ people). Multi-stakeholder interviews, full conversation mapping, prioritised use-case matrix, presentation walkthrough. Credited against your project.

From £5,000
Voice Agent or Chatbot Pilot

A specific, contained conversational AI: one voice or chat use case with clear inputs and outputs. Built on Amazon Connect, Lex, or Bedrock with an audit trail from day one.

From £15,000
Production Conversational AI & Agentic Systems

RAG pipelines, voice agents, AI agents, Bedrock deployments, multi-step agentic systems. Production-grade, governed, and auditable. Built on AWS. You own it.

Discovery call is always free. Assessment fee is credited in full against any subsequent project. Ongoing support available from £500/month after any delivery.

Who this is for

Who we work with

We're a good fit if...

You have 20–500 employees with real operational complexity

You have a high-volume voice or chat channel you want conversational AI to handle, or a mandate to deploy AI safely

You've tried off-the-shelf AI tools and need something grounded in your actual data and systems

You want production-grade software delivered, not a strategy deck

You're ready to move within the next 1–3 months

We're probably not the right fit if...

You need a strategy document without an implementation commitment

You're pre-revenue or have no technology budget

You need 24/7 enterprise SLAs managed by a 50-person account team

You want to build in-house and just need a training course

Start with a conversation, not a commitment

Book a free 30-minute discovery call. You'll speak directly with our team, not a junior account manager. By the end of the call you'll have a clear picture of whether we're the right fit and what a first engagement could look like.

Or book directly on Cal.com · Or email hello@flowconsultants.co.uk