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[00] · The AI practice of WE AS WEB

We build AI capability inside regulated companies.

We identify, build and transfer governed AI workflows — on your own cloud, with the evidence to prove they work. Real engagements, measured in production.

Open the case files ↓Book a workflow review →

The review produces: 2–3 candidate workflows · a risk map · an honest build/no-build call

2×
Agent-assisted delivery throughput · File 02 →: 70%
Engineering-org adoption · File 02 →: 0→1
AI capability at a regulated mutual · File 01 →: LIVE
Legacy-code lineage on their estate · File 01 →

Measured in production deployments across two engagements. Each figure is sourced, scoped and caveated in its case file below — we publish the measurement context, not just the number.

The AI practice of WE AS WEB — 1,200+ engineers · 15 global locations · NATO-certified security practice · banking, pharma, utilities, aviation.

What we leave behind, every engagement: deployed tools · audit trails · runbooks · trained teams · your cloud, your IP.

[01] · The problem

Most enterprise AI is theatre. Pilots that never ship. Products dropped in a black box. Agents that “say it’s done.”

Not AI strategy decks. Not chatbot pilots. Embedded engineers shipping governed workflows on your infrastructure.

We work the other way around: embedded with your teams, on your infrastructure, proving value on real material before anything big gets built. Sensitive data never leaves your estate, and nothing we ship is a black box.

Every engagement leaves evidence — what ran, what it measured, what remains blocked — and leaves capability behind: your people able to run and grow what we built together.

[02] · The work

Case files

Real engagements. Names withheld unless approved — the work speaks in outcomes.

Case file 01 · Client: UK financial services · Mutual lenderFrom zero to working AI capabilityA regulated mutual with no in-house AI capability. We embedded with their teams, found the workflows worth lifting, and left working tools — and the understanding to run them — behind.0→1AI capability, from a zero starting pointOpen file →Case file 02 · Client: Global B2B intelligence · Private markets2× throughput with governed AI agentsAgent workflows were moving fast and governed by nothing. We built the operating layer that pairs autonomy with evidence packages, policy enforcement and auditable handoff — now in daily use across engineering.2×Throughput on agent-assisted delivery workflowsOpen file →

[03] · How we work

A partnership, not a product drop.

The same repeatable, low-risk cycle behind every case file — proving value before committing to build, and leaving capability with your teams.

Step 01
Discover
Map the manual, repetitive, legacy-bound workflows that cost your teams the most time.
Step 02
Workshop
Surface candidate AI use cases with your people; prioritise by value and delivery risk.
Step 03
Prototype
Prove value on real material before any large commitment is made.
Step 04
Co-build
Engineer internal tools alongside your teams, on your own secure infrastructure.
Step 05
Deploy & iterate
Ship into your environment, gather evidence, and grow the use-case backlog.

[04] · Training & enablement

We don't just build it. We teach your people to run it.

Open the catalogue →

Twelve services across three tracks — every format on-site or online, always built on your real tools and workflows, sequenced into journeys that match where you are today.

[01] · Foundational · 5 services

AI Training

From a 2-hour Kickstart to a 6-week Embedded Program — structured learning at every level, from first exposure to operational integration.

View services →

[02] · Sustained · 4 services

Beyond Training

Office hours, 1:1 advisory, change & culture enablement, and train-the-trainers — so the skills stick, scale, and change how teams operate.

View services →

[03] · Strategic · 3 services

AI for Executives

Briefings and strategy programs for boards and C-suites who need to make AI decisions — not run AI tools.

View services →

[05] · For your risk register

The questions your security and procurement teams will ask. Answered up front.

Data boundaries

Everything runs inside your estate. Sensitive data never leaves it — by architecture, not by policy document.

Deployment model

Built and shipped on your own secure cloud, inside the controls and governance your regulators already expect.

High-risk actions

Destructive commands, mutating operations and risky merges are confirmation-gated, policy-bound and auditable.

Identity & access

Service identities stay distinct from human users — validated at setup, rotated, and audited.

Evidence & audit

Delivery produces evidence packages and audit trails, not assertions. “Done” is verifiable.

Exit

Knowledge transfer is a deliverable. Your teams can run, extend and govern everything without us.

[06] · Who's behind this

The AI Lab is the AI practice of WE AS WEB — an enterprise engineering consultancy serving regulated sectors: banking, pharma, utilities and aviation. 1,200+ engineers across 15 global locations, a NATO-certified security practice, and full IP ownership for every client.

Practice lead

Robert Pop · Chief AI Officer

LinkedIn ↗

[07] · Principles

Your IP, entirely

Everything we build together is yours — code, tools, documentation, backlog. Full IP ownership for clients is a firm-wide guarantee, not a negotiation.

Evidence over assertion

“Done” means checks, runtime proof and auditable handoff — for the agents we deploy and for ourselves. If we can’t measure it, we don’t claim it.

Capability stays with you

Knowledge transfer is a deliverable. Your teams end the engagement able to run, extend and govern what we built together — no vendor lock-in.

WE AS WEB/ AI SYSTEMS

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AI DELIVERY / REGULATED INDUSTRIES / SYSTEM ONLINE

Ship AI that survives reality.

We embed with your teams to turn high-value workflows into governed AI systems—deployed on your cloud, measured in production and transferred to your people.

Run a workflow review →See production proof

45 minutes. Leave with 2–3 candidate workflows, a risk map and an honest build/no-build recommendation.

YOUR CLOUD•PRODUCTION PROOF•HUMAN GATES•YOUR IP•NO BLACK BOX•

01 / PROOF BEFORE PROMISE

Two real engagements. Outcomes you can inspect.

Client names stay protected. The architecture, measurement basis, trade-offs and results do not.

CASE / 01

UK financial services · Mutual lender

0→1

From zero to working AI capability

A regulated mutual with no in-house AI capability. We embedded with their teams, found the workflows worth lifting, and left working tools — and the understanding to run them — behind.

OPEN THE EVIDENCE FILE →

CASE / 02

Global B2B intelligence · Private markets

2×

2× throughput with governed AI agents

Agent workflows were moving fast and governed by nothing. We built the operating layer that pairs autonomy with evidence packages, policy enforcement and auditable handoff — now in daily use across engineering.

OPEN THE EVIDENCE FILE →

02 / THE DELIVERY SYSTEM

From workflow pain to a system your team can own.

01
Find the leverage
Map repetitive, legacy-bound work and rank it by value, data exposure and delivery risk.
02
Prove on reality
Prototype against your material, your constraints and the people who actually do the work.
03
Engineer the system
Build the workflow, controls, evidence trail and human gates as one operating unit.
04
Ship inside your estate
Deploy on your cloud, connect to your systems and validate the runtime—not a slide deck.
05
Transfer the capability
Leave your teams with the code, runbooks, backlog and confidence to keep moving.

03 / TRAINING & ENABLEMENT

Capability doesn’t transfer itself.

Twelve services across foundational learning, sustained adoption and executive decision-making—always built around your real work.

Open the capability catalogue →

TRACK / 01

5 SERVICES

AI Training

Structured learning programs that build AI capability at every level of the organisation — from first exposure to full operational integration.

INSPECT TRACK →

TRACK / 02

4 SERVICES

Beyond Training

Training builds skills. These services make sure the skills stick, scale, and translate into real organisational change.

INSPECT TRACK →

TRACK / 03

3 SERVICES

AI for Executives

Strategic-level engagements for boards, C-suite, and senior leaders who need to make AI decisions — not run AI tools.

INSPECT TRACK →

04 / BUILT FOR THE RISK REGISTER

Governance is part of the architecture.

Not a policy deck added after the prototype. The controls ship with the workflow.

Your cloud. Your controls.: Sensitive data stays inside the security boundary your regulators already recognise.
Every action leaves proof.: Checks, approvals, runtime evidence and outcomes are captured for audit and iteration.
Humans hold the high-risk gate.: Destructive and mutating actions stay policy-bound, confirmation-gated and attributable.
No dependency by design.: You own the code, the tools, the knowledge and the next move after handover.

WE AS WEBAI LAB

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FOR REGULATED TEAMS READY TO MOVE / NOT PERFORM

Make AI useful before it gets expensive.

We turn high-friction enterprise workflows into governed AI systems your people can run, trust and keep improving.

Book a working session →Read the case stories

THE UNCOMFORTABLE TRUTH

The market has enough AI theatre. What’s missing is an operating model that can ship.

THE RECEIPTS / 01

Start with what changed, not what we promise.

Names are withheld unless clients approve them. The work, trade-offs and measured outcomes remain specific.

CASE STORY / 01

0→1

AI capability, from a zero starting point

UK financial services · Mutual lender

From zero to working AI capability

A regulated mutual with no in-house AI capability. We embedded with their teams, found the workflows worth lifting, and left working tools — and the understanding to run them — behind.

OPEN THE FULL STORY →

CASE STORY / 02

2×

Throughput on agent-assisted delivery workflows

Global B2B intelligence · Private markets

2× throughput with governed AI agents

Agent workflows were moving fast and governed by nothing. We built the operating layer that pairs autonomy with evidence packages, policy enforcement and auditable handoff — now in daily use across engineering.

OPEN THE FULL STORY →

THE WAY THROUGH / 02

Five moves from pressure to proof.

01
Find the expensive friction
The repetitive work, legacy bottleneck or risk-heavy handoff worth changing.
02
Put reality on the table
Real data, real users, real constraints—before anyone commits to a transformation programme.
03
Build with the people doing it
Embedded engineers co-create the workflow, not a distant product team guessing at it.
04
Prove it in production
Runtime evidence, adoption and outcomes replace demo theatre and optimistic projections.
05
Make ourselves unnecessary
Your cloud, your IP, trained teams and a backlog your people can keep advancing.

TRAINING & ENABLEMENT / 03

Build the system. Then teach the organisation to own it.

Twelve services, three tracks and six designed journeys—from first exposure to operational integration.

Open the training catalogue →

TRACK / 015 SERVICES

AI Training

Structured learning programs that build AI capability at every level of the organisation — from first exposure to full operational integration.

OPEN TRACK →

TRACK / 024 SERVICES

Beyond Training

Training builds skills. These services make sure the skills stick, scale, and translate into real organisational change.

OPEN TRACK →

TRACK / 033 SERVICES

AI for Executives

Strategic-level engagements for boards, C-suite, and senior leaders who need to make AI decisions — not run AI tools.

OPEN TRACK →

THE FIRM BEHIND THE LAB / 04

Small enough to embed. Large enough to deliver.

WE AS WEB brings 1,200+ engineers, 15 global locations and a NATO-certified security practice to banking, pharma, utilities and aviation.

Engineers: 1,200+
Locations: 15
The non-negotiable: Your cloud. Your IP. Your teams able to run what we build.

WE AS WEB

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AI DELIVERY PARTNER / REGULATED INDUSTRIES / EUROPE + GLOBAL

The AI partner you call when the demo has to become real.

We identify, engineer, govern and transfer AI capability inside complex organisations—backed by enterprise delivery scale and measured in production.

Request a partner briefing →See the proof ledger

NO BLACK BOX / NO VENDOR LOCK-IN / NO CLAIM WITHOUT EVIDENCE

2×

Agent-assisted delivery throughput.

70%

Engineering-organisation adoption.

0→1

AI capability inside a regulated mutual.

LIVE

Legacy lineage operating on client estate.

01 / WAYS TO ENGAGE

Choose the outcome. We shape the partnership around it.

For companies building directly and partners who need a credible AI delivery capability behind their client promise.

MODEL / 01
Embedded delivery partner
Put senior AI engineers inside the work—mapping the workflow, building the operating layer and shipping on your estate.
MODEL / 02
Capability partner
Build the skills, standards and internal champions that let your organisation scale AI without scaling dependency.
MODEL / 03
Executive alignment partner
Give boards and leadership teams the clarity to choose where AI matters, what it changes and how to govern it.

02 / PROOF LEDGER

The work is confidential. The evidence isn’t vague.

EVIDENCE / 01UK financial services · Mutual lender

0→1

AI capability, from a zero starting point

From zero to working AI capability

A regulated mutual with no in-house AI capability. We embedded with their teams, found the workflows worth lifting, and left working tools — and the understanding to run them — behind.

READ THE EVIDENCE FILE →

EVIDENCE / 02Global B2B intelligence · Private markets

2×

Throughput on agent-assisted delivery workflows

2× throughput with governed AI agents

Agent workflows were moving fast and governed by nothing. We built the operating layer that pairs autonomy with evidence packages, policy enforcement and auditable handoff — now in daily use across engineering.

READ THE EVIDENCE FILE →

03 / CAPABILITY THAT STAYS

Delivery creates value. Enablement makes it compound.

Twelve services across hands-on AI training, sustained adoption and executive alignment.

Explore the capability portfolio →

TRACK / 015 SERVICES

AI Training

Structured learning programs that build AI capability at every level of the organisation — from first exposure to full operational integration.

OPEN PORTFOLIO →

TRACK / 024 SERVICES

Beyond Training

Training builds skills. These services make sure the skills stick, scale, and translate into real organisational change.

OPEN PORTFOLIO →

TRACK / 033 SERVICES

AI for Executives

Strategic-level engagements for boards, C-suite, and senior leaders who need to make AI decisions — not run AI tools.

OPEN PORTFOLIO →

04 / THE TRUST LAYER

The reasons your security team says yes.

Governed by architecture: Data boundaries, human gates, service identity and audit evidence are designed into the system.
Delivered on your estate: Your cloud, your controls, your integration surface—never a black box you have to trust from a distance.
Owned by your organisation: Code, documentation, runbooks, backlog and knowledge transfer remain with your people.

We build AI capability inside regulated companies.

Most enterprise AI is theatre. Pilots that never ship. Products dropped in a black box. Agents that “say it’s done.”

Case files

A partnership, not a product drop.

Discover

Workshop

Prototype

Co-build

Deploy & iterate

We don't just build it. We teach your people to run it.

AI Training

Beyond Training

AI for Executives

The questions your security and procurement teams will ask. Answered up front.

Data boundaries

Deployment model

High-risk actions

Identity & access

Evidence & audit

Exit

Your IP, entirely

Evidence over assertion

Capability stays with you

Ship AI that survives reality.

Two real engagements. Outcomes you can inspect.

From zero to working AI capability

2× throughput with governed AI agents

From workflow pain to a system your team can own.

Find the leverage

Prove on reality

Engineer the system

Ship inside your estate

Transfer the capability

Capability doesn’t transfer itself.

AI Training

Beyond Training

AI for Executives

Governance is part of the architecture.

Make AI useful before it gets expensive.

The market has enough AI theatre. What’s missing is an operating model that can ship.

Start with what changed, not what we promise.

From zero to working AI capability

2× throughput with governed AI agents

Five moves from pressure to proof.

Find the expensive friction

Put reality on the table

Build with the people doing it

Prove it in production

Make ourselves unnecessary

Build the system. Then teach the organisation to own it.

AI Training

Beyond Training

AI for Executives

Small enough to embed. Large enough to deliver.

The AI partner you call when the demo has to become real.

Choose the outcome. We shape the partnership around it.

Embedded delivery partner

Capability partner

Executive alignment partner

The work is confidential. The evidence isn’t vague.

From zero to working AI capability

2× throughput with governed AI agents

Delivery creates value. Enablement makes it compound.

AI Training

Beyond Training

AI for Executives

The reasons your security team says yes.