AICB / Frontier Projection
The frontier projection · UK enterprise · 2026

Stop mapping the floor. Map the ceiling.

Where the best companies are today is the floor — and it is already gated by governance, not capability. This is the ceiling: where frontier research, proven in the lab and not yet in product, says every sector ends up. The distance between the two is the governance gap — and it is the whole game.

Floor — in production today The governance gap Ceiling — where the frontier points
Open your sector ↓

The companion map to The Operating Thesis — its why most AI fails, projected forward to where it's all going.

The engine — five frontier primitives

What the research already proved — and product hasn't caught.

Five capabilities sit at the frontier today: demonstrated in the lab, not yet shipped at scale. Project them forward and every sector's end-state is built from these. Two of them are governance primitives — hold that thought.

01

Domain foundation models

Train a model on a domain's own native language — sequences, contracts, transactions, telemetry — and it beats every hand-built pipeline.

domain-model
02

Self-improvement past human data

Systems that generate their own training signal stop being capped by what humans have already done. Capability compounds.

self-play
03

Real-time grounded reasoning

Reasoning while the situation unfolds — retrieval and inference mid-event. Sub-second, ambient, voice-native.

real-time
04

Provable outputs

Machine-checked guarantees of correctness and compliance. Trust an output without a human re-checking it. a governance primitive

provable
05

Autonomous agent fleets

Parallel multi-agent labour, measured in throughput, not seats. AI as labour, not tool. needs a control layer to run safely

fleets

Six sectors — floor, ceiling, and the gap between

Left: where the best are in production now. Right: where the frontier points when the five primitives mature. The hatched band on each track is the governance gap — the distance you actually have to cross.

01

Financial Services

Floor: assistive · agent-assist · heavily governed
open →
In productionFrontier ceiling
governance gap

The floor — in production now

Bleeding edge today: Allica decisions a commercial loan in ~12 minutes — on infrastructure it already had.
Contact-centre agent-assist
Azure OpenAI · RAG · private tenancy
KYC / AML narratives & SAR drafting
LLM layer over the screening engine
Adviser copilot → suitability report
speech-to-text · human sign-off
Regulatory horizon-scanning
RAG · document intelligence

The ceiling — where the frontier points

A self-improving, provably-compliant autonomous risk engine. Underwriting, fraud and AML run as agent fleets that generate their own adversarial edge cases, decide in real time, and emit a machine-checkable proof that each decision satisfied regulation. The moat becomes the governed-decision corpus — and it compounds.

domain-modelself-playreal-timeprovablefleets
The gapEvery primitive on the right is reachable — but a fleet making provable regulated decisions is precisely what no bank can deploy without a control surface it can stand behind. The gap is governance, and it widens as the ceiling rises.
The board questionIf AI halved your exception-handling time tomorrow, could your control framework prove every one of those decisions was sound?
03

B2B SaaS

Floor: build-led · API-native · ahead of the curve
open →
In productionFrontier ceiling
governance gap

The floor — in production now

Bleeding edge today: support agents that resolve the ticket, not just answer it.
In-product copilot — "ask your data"
LLM API · tenant RAG · function-calling
Support automation — deflect → resolve
Intercom Fin · Zendesk AI · Sierra
Sales & marketing automation
LLM · enrichment (Clay/Apollo) · CRM
Vertical AI agents — SDR, ops, recruiting
LangGraph · evals · guardrails

The ceiling — where the frontier points

The product is a self-improving autonomous workforce, priced per outcome. Not a copilot — a fleet that does the customer's function and gets measurably better every week from its own resolved cases. Software stops being a tool and becomes labour.

domain-modelself-playreal-timefleets
The gapSaaS is closest to the ceiling — but "an agent that does the job" only sells into a regulated buyer if it comes with the evals, audit trail and control the buyer's own risk team demands. Governance is what turns a demo into a contract.
The board questionIs your AI a feature customers tolerate, or the part of the product that does the work they used to pay a person for?
04

Local Government

Floor: pilot-heavy · framework-procured · budget-bound
open →
In productionFrontier ceiling
governance gap

The floor — in production now

Bleeding edge today: AI drafting social-care case notes so practitioners get their time back.
Citizen chatbot / contact centre
ICS.AI · Copilot Studio · RAG
Social-care case recording
Beam Magic Notes · transcribe → summarise
Revenues, benefits & fraud
LLM document processing
Internal productivity & FOI drafting
Microsoft 365 Copilot

The ceiling — where the frontier points

Statutory services delivered instantly, provably, on sovereign infrastructure. A resident's request completed end-to-end in real time, with a proof it followed the statute and accountability untouched — running on the council's own models, so data never leaves.

domain-model · sovereignreal-timeprovablefleets
The gapThe technology to complete a statutory request autonomously is nearly here; what's missing is the proof a decision followed the law and that accountability never moved. On sensitive casework, governance is the deployment.
The board questionWhere is officer time going on administrative and contact work AI could carry — without ever moving who is accountable for a statutory decision?
05

Central Government

Floor: in-house build · open-source · OFFICIAL
open →
In productionFrontier ceiling
governance gap

The floor — in production now

Bleeding edge today: the in-house "Humphrey" suite analysing consultations and drafting at scale.
Consultation analysis at scale
Consult — i.AI, open-source
Correspondence & briefing drafting
Redbox · departmental RAG
Public-service assistant
GOV.UK Chat · grounded RAG
Legislation & legal knowledge mining
Lex

The ceiling — where the frontier points

A sovereign, provable, self-improving civil-service layer. Policy analysis and casework run as governed agent fleets on UK-hosted models, every output auditable by design — capability compounding inside government instead of rented from a hyperscaler.

domain-model · sovereignself-playprovablefleets
The gapGovernment already builds in the open and publishes its transparency standard — it is closer to a governed end-state than any sector. The gap is scaling pilots to every desk with the audit trail intact. Governance is the distribution mechanism.
The board questionWhich of your pilots has a credible path to every desk — and which is a demo that will quietly expire?
06

SME

Floor: consume, don't build · bundled + shadow
open →
In productionFrontier ceiling
governance gap

The floor — in production now

Bleeding edge today: whole functions run on a £20-a-month subscription.
Website / support chatbot
Intercom Fin · Tidio · GPT widget
Content & marketing
ChatGPT · Claude · Canva AI
Bookkeeping & finance
Xero / QuickBooks AI · Dext
Sales & lead generation
HubSpot AI · Apollo

The ceiling — where the frontier points

The autonomous AI-run business. An off-the-shelf fleet running sales, ops, books and service — voice-native, self-improving, for a subscription. SMEs leapfrog incumbents precisely because they carry no legacy to defend.

vertical-modelself-playreal-timefleets
The gapFor the SME the ceiling is rentable the moment it exists — but a fleet acting in the business needs someone to set what it can and can't do. The gap here is enablement and light-touch governance, which is exactly what can be installed, not invented.
The board questionYour team is already using AI you didn't sanction — are you capturing the upside, or only carrying the risk?
Why every ceiling is the same shape

The frontier isn't racing away from governance. It's racing toward it.

Read the six ceilings together and they are one shape: a self-improving fleet of autonomous agents doing the core work, in real time, with provable outputs, compounding on proprietary data.

And two of the five frontier primitives — provable outputs and fleet control — are governance primitives. So as the ceiling rises, governance stops being the brake and becomes the only thing that lets you touch the ceiling at all. The gap between floor and ceiling doesn't close on its own. It's crossed with a governance harness — and that's the thing worth owning.

Take the full projection with you.
The six-sector briefing pack — floor, ceiling and gap for every sector, board questions included. Sent to your inbox.
Map

See where the work — and the risk — actually sit, before a line of it is automated.

Sentinel · See
Prove

Run it governed, so every decision is one you can stand behind to a regulator, a board, a customer.

Assure · Control
Compound

So each governed run makes the next cheaper, safer and faster — the only thing that compounds.

Contextual · Talk
Book a 20-minute read on your sector's gap → See how the governance harness installs →