OVERSIGHT LABS · TEMPORAL INTELLIGENCE INFRASTRUCTURE

The intelligence infrastructure under regulated decisions.

We build the normalisation, detection and inference layer that sits beneath audit, pensions, remediation, security and AI operations. One canonical core. Every regulated domain.

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PLATFORM STATUS · OVERSIGHT LABS LIVE

9 in 10

Senior partner review points raised before file opened — validated in live practice

60%

Reduction in review preparation time on live Oversight-A engagements

0.958

F1 score on pension member data validation benchmarks

100%

Findings delivered with full audit trail and regulatory references

DOMAINS 6 DEPLOYMENT UK GOVERNANCE EXPLAINABLE DATA SEGREGATED

FROM THE LAB TO THE FIELD

One intelligence layer. Every regulated domain.

Most review processes compare two snapshots and hope the differences are the whole story. Our research starts from a different premise: your data is a signal moving through time, and the statistical methods that work for the hardest quantitative domains — quantitative finance, large-scale forecasting — work here too. Oversight-C is that research, deployed.

01 · NORMALISE

Any source, one canonical view

Ledgers, member records, case files, statements — messy real-world data is mapped to a single consistent structure, with every transformation logged and reversible.

02 · DETECT

Anomalies, breaks and chains

Statistical detection finds outliers, structural changes and the knock-on effects between related fields — producing review points a professional can act on, with the reasoning attached.

03 · IMPROVE

The Flywheel: exceptional on day one, compounding from day two

The platform arrives benchmarked against senior practitioner review. Then the Flywheel takes over: every resolution your team makes feeds back into detection, so an already validated system keeps compounding — tuned ever more precisely to your clients, your schemes, your book.

VALIDATED IN PRODUCTION

Built for professionals who sign their name to the result.

Figures below are from live commercial deployments of Oversight-A (accountancy) and Oversight-P (pensions), benchmarked against independent senior practitioner review — not synthetic demos.

9 in 10

senior partner review points raised by Oversight-A before the partner opened the file — independently validated in live accountancy practice

60%

reduction in Oversight-A review preparation time on live engagements

0.958

Oversight-P F1 score on pension member data validation benchmarks

100%

of findings delivered with full audit trail and regulatory references

WHO IT'S FOR

Five domains. One platform.

The same intelligence layer, specialised for the regulatory reality of each profession.

OVERSIGHT-A

Accountancy

Year-end review intelligence for FRS 102 / FRS 105 engagements. In live commercial use today.

OVERSIGHT-P

Pensions

Member data quality, scheme validation and buy-in / buy-out readiness for DB administrators and trustees.

OVERSIGHT-F

Financial Services

Remediation case intelligence aligned to current FCA redress frameworks, at portfolio scale.

OVERSIGHT ATHENA

AI Inference Efficiency

Make the AI you already pay for go further. Intelligent inference efficiency across your LLM providers — with a contractual savings guarantee and a verifiable per-call ledger. Learn more →

OVERSIGHT-M

Clinical Data

Early-warning intelligence for high-frequency clinical time series. In active research validation.

ARGUS & AEGIS

Adaptive Security

Security that trains against itself — continuously hardened through an adversarial arena, learning faster than threats evolve.

See all products →Read our research →

RESEARCH

The lab behind the platform.

Oversight Labs is a research-led organisation. Every product on this site is a deployment of work that started as a question about how temporal data behaves — and the research programme continues alongside the products it has already produced.

CORE RESEARCH AREA

Temporal representation learning

How structured records from entirely different domains — ledgers, member files, network traffic — can be represented in one canonical temporal form without losing the signal that matters to each domain. This is the foundation Oversight-C is built on, and the reason capability transfers between products instead of being rebuilt for each one.

CORE RESEARCH AREA

Probabilistic forecasting under regime change

Point forecasts fail silently when the underlying process shifts. Our work focuses on detecting structural breaks as they happen and propagating that uncertainty honestly into Monte Carlo confidence bands — so a forecast tells you not just what it expects, but how much it currently trusts itself.

CORE RESEARCH AREA

Explainable anomaly attribution

Detecting an anomaly is the easy part. Attributing it to a specific cause, scoring conviction honestly, and chaining it to the other fields it affects — in language a regulated professional can act on — is the harder problem, and the one our detection research is built around.

CORE RESEARCH AREA

Adversarial self-play for defence

Static defences age the moment they ship. Our security research uses multi-agent reinforcement learning — autonomous attackers and defenders training against each other continuously — so detection capability compounds instead of decaying. The Arena is the operational form of this research.

CORE RESEARCH AREA

Continual learning from professional feedback

Every resolution a professional makes is a labelled training signal. Our Flywheel research is about capturing that signal safely and using it to improve detection precision without degrading on edge cases the model hasn't seen yet — the difference between a model that drifts and one that compounds.

CORE RESEARCH AREA

Inference efficiency at the token level

Understanding the information density of a request — how much of it is signal versus redundancy — well enough to process it without losing meaning. This is the research underpinning Oversight Athena's inference efficiency layer.

HOW WE WORK

Research validated against ground truth, then shipped

Nothing leaves the lab as a product claim until it has been benchmarked against an independent, qualified human doing the same task — a senior audit partner, a pensions actuary, a security analyst. That benchmark is the bar for "validated" everywhere on this site, and it's the same bar we hold new research to before it becomes a product feature.

METHODBenchmark against qualified humans

STANDARDExplainable, conviction-scored output

DEPLOYMENTResearch → domain adapter → product

ENQUIRIESResearch collaboration →

OVERSIGHT-C · THE PLATFORM

Infrastructure, not another point tool.

Oversight-C is a universal temporal data intelligence layer. Each product you see is the same core platform, specialised through a domain adapter — which is why capability proven in one profession transfers to the next.

THE PROBLEM

Static comparison misses the story

Professional review is still dominated by comparing this period to last period. That catches the obvious. It misses gradual drift, structural breaks, relationships between fields, and the anomalies that only exist in the movement of the data. Those are exactly the issues that cost firms time, rework and regulatory exposure.

THE APPROACH

Treat records as signals

Every regulated dataset — a nominal ledger, a member record, a remediation case file — is a time series wearing a disguise. Oversight normalises them into one canonical temporal form and applies the same detection rigour across all of them. One platform, validated once, deployed everywhere.

Explainable by design

Every finding ships with its reasoning, the underlying values, severity, and the relevant regulatory reference. Nothing is a black box verdict — your professionals stay in command of the judgement.

Audit trail on everything

Every ingestion, transformation and detection is logged immutably. When a regulator, partner or trustee asks "how did you find this?", the answer is one click, not an archaeology project.

The Flywheel learning system

Validated performance is the starting line, not the destination. The Flywheel feeds every resolution back into detection, so a platform that already matches senior review keeps compounding — your year-two instance is sharper than anyone else’s year one.

Human-in-the-loop decision intelligence

Every finding carries a conviction score and full explainability, so your professionals know not just what the platform found but how strongly it believes it and why. Decision intelligence that arms human judgement — it never replaces the signature on the file.

Deploys around your stack

Works with the files and systems you already have. No rip-and-replace, no six-month integration programme before first value.

Data handled properly

UK-based company, built for regulated industries from day one. Client data is segregated per engagement and never used to train shared models.

HOW AN ENGAGEMENT RUNS

From first file to first finding in days

A typical pilot starts with a single completed engagement you already know the answers to. We run it blind, you compare our review points against what your senior people found, and the platform's value is measured against your own ground truth — not our marketing.

WEEK 1Data in, baseline run

WEEK 2Side-by-side vs. your review

WEEK 3+Live engagements, feedback loop on

OUTCOMEMeasured against your benchmark

PRODUCTS

The platform, specialised.

Every product below runs on the same Oversight-C core. Choose the domain — the intelligence is shared.

OVERSIGHT-A · LIVE

Accountancy Review Intelligence

Year-end review intelligence for UK practice. Ingests trial balances, nominal ledgers and working papers; produces partner-grade review points aligned to FRS 102 and FRS 105, each with regulatory references and recommended actions.

Raises the review points a senior partner would raise — independently validated against blind partner review on live engagements
60% reduction in review preparation time
Ratio, trend and cross-field consistency analysis beyond static comparison
Qualitative checks: disclosures, policies, consistency, related parties
Full audit trail and one-click engagement export

OVERSIGHT-P

Pension Data Intelligence

Member data quality and scheme validation for DB administrators, trustees and insurers — built for the realities of GMP work, de-risking transactions and TPR expectations.

0.958 F1 on member data validation benchmarks, with batch processing at scale
Schema mapping that absorbs decades of inconsistent admin formats
Buy-in / buy-out data readiness scoring for transaction preparation
Anomaly detection across salary, service, dates and benefit calculations
Reporting designed for trustee boards and insurer due diligence

OVERSIGHT-F

Financial Remediation Intelligence

Case-level intelligence for redress and remediation programmes, aligned to current FCA frameworks. Built for portfolios where every case needs defensible, consistent treatment.

Portfolio-scale case screening and prioritisation
Consistency checking across outcomes and calculations
Evidence trail suitable for skilled person and regulator review

OVERSIGHT-M · RESEARCH

Clinical Data Intelligence

Early-warning intelligence for high-frequency clinical time series, currently in research validation against large public critical-care datasets. Partnership enquiries from clinical research groups welcome.

Deterioration signal detection in continuous monitoring data
Built on the same validated temporal core as our commercial products

OVERSIGHT ARGUS & AEGIS

Adaptive Security Intelligence

Conventional security tooling defends against yesterday’s attacks with static rules. Argus watches; Aegis defends — a paired system built on novel neural detection that turns the model on its head: instead of waiting for threats to teach it, it trains continuously against its own adversary. A virtual red team attacks; the blue team defends; every engagement feeds the Flywheel. The system that protects you this morning is measurably stronger than the one that protected you last night.

Continuous adversarial training — an always-on red team / blue team arena hardens detection around the clock
Novel neural detection architectures, built in-house — not repackaged signature engines
Flywheel learning: every attack scenario, real or simulated, compounds the defence
Conviction-scored, explainable alerts — your security team sees why, not just what

ADVERSARIAL ARENA · MARL

The Arena — security that trains against itself

A multi-agent reinforcement learning environment where autonomous red-team agents attack and blue-team agents defend, continuously. Every round produces new tactics, new defences and new training signal. It is the engine that keeps Argus and Aegis ahead of the threat curve — and it is available on its own, for security teams and researchers who want a live proving ground for their own detection models.

Autonomous red vs blue multi-agent reinforcement learning, running around the clock
Continuously generates novel attack and defence strategies — not a fixed scenario library
Benchmark and harden your own models against an adversary that never stops improving

DYNAMIC CVE ENGINE

Live threat intelligence, operationalised

Newly disclosed vulnerabilities are ingested as they are published, translated into live attack scenarios inside the Arena, and used to test and harden defences — often before a working exploit is circulating in the wild. The gap between disclosure and defence, where most breaches happen, closes to near zero.

Continuous ingestion of newly published vulnerabilities
Automatic translation of disclosures into testable attack scenarios
Defences hardened against new threats on the day they emerge, not the quarter after

INFRASTRUCTURE PRODUCTS

The platform layer, available directly.

The capabilities underneath our domain products are products in their own right — for organisations building intelligence into their own operations.

TEMPORAL FORECASTING

Forecasting as a service

Forward-looking projections over any structured time series, with full Monte Carlo confidence bands rather than single-point guesses. Know the range, not just the number — and know when the data itself says the forecast can no longer be trusted.

Probabilistic forecasts with upper and lower confidence bands
Regime-change awareness — alerts when the underlying behaviour shifts
Anomaly flagging integrated into every projection

AGENT CREWS

Autonomous agent workforces

Governed teams of AI agents that run defined business functions continuously — research, monitoring, market intelligence, outreach preparation — with every action logged and every output reviewable before it leaves the building.

Pre-built crews for research, competitive intelligence and growth operations
Runs around the clock under your governance rules
Complete activity audit trail — agents are accountable by design

MCP INTEGRATION

Connects to your stack natively

The platform speaks Model Context Protocol — the open standard for connecting AI systems to tools and data. Your existing systems become capabilities the intelligence layer can use, without bespoke integration projects.

Standards-based connection to internal tools and data sources
Web research, document processing and search out of the box
New capabilities added by configuration, not engineering

OVERSIGHT ATHENA · LIVE

Make the AI you already pay for go further.

Athena is an inference efficiency layer that sits between your AI stack and any LLM provider. Every request is processed before reaching the provider — reducing token consumption, lowering your bill, and logging every saving to a verifiable per-call ledger. Works with your existing accounts; nothing migrates.

Intelligent inference efficiency across providers and model tiers — cost, quality and reliability per call
Bring your own keys, or use our managed track with no provider accounts needed
Contractual efficiency guarantee on eligible plans — the SLA is in your subscription, not a marketing claim
Per-call savings ledger — every token processed is logged and verifiable
Four integration modes: proxy (zero code changes), Python/TS library, CrewAI/LangChain drop-in, MCP server
30-day free trial on all plans — card collected at sign-up, nothing charged until day 31

See Athena plans → View pricing

PRICING

Simple plans for Oversight Athena. Tailored engagements for everything else.

Oversight Athena is self-serve and priced publicly below. Oversight-A, P and F engagements are scoped to your practice — book a briefing and we will put a number on it quickly.

Bring your own keys — BYOK

Keep your provider accounts. Athena makes them go further.

Nano plan delivers approximately 30% efficiency. Solo and above include the full 60%+ SLA guarantee. All plans include a 30-day free trial — card required at sign-up, not charged until day 31.

Nano

£19.99/month

Entry · cheapest models · ~30% efficiency

1 BYOK key (Haiku, GPT-4o mini, Gemini Flash, DeepSeek V3)
Inference efficiency pipeline (~30%)
Per-call savings ledger
Unlimited throughput

Start free trial

Recommended

Solo

£39/month

Full 60%+ SLA guarantee · all models

1 BYOK key · all providers and models
60%+ efficiency SLA guarantee
Persistent session memory
Per-call savings ledger

Start free trial

Studio

£99/month

3 keys · hybrid routing · agent workloads

3 BYOK keys · 3 providers · hybrid routing
60%+ SLA · 100M tokens / month
Crew agent workloads supported
Priority support · Slack channel

Start free trial

Managed routing

No provider accounts needed — we run it all for you.

Starter

£49/month

500 calls / month · everyday models

Zero provider setup
T3 model tier (Llama 3.3 70B, Gemini Flash)
Per-call savings ledger
Overage: £0.05 / call

Start free trial

Best value

Pro

£129/month

2,000 calls / month · advanced + everyday models

Everything in Starter
T2+T3 models (DeepSeek V3 + Llama)
Usage analytics and forecasting
Priority support
Overage: £0.03 / call

Start free trial

Power

£299/month

8,000 calls / month · all model tiers

Everything in Pro
Full T1+T2+T3 stack
Team workspaces and shared reporting
Onboarding session included
Overage: £0.02 / call

Start free trial

All Oversight Athena plans include the verifiable per-call savings ledger. 30-day free trial on all plans — card collected at sign-up, not charged until day 31. Cancel any time before that. Fair use applies.

Oversight Athena Enterprise

For organisations running AI at scale.

Governed AI efficiency across the whole estate

When AI consumption spans departments, providers and budgets, the efficiency layer becomes a governance layer. Enterprise deployments include organisation-wide measurement, policy controls over which models serve which workloads, and the reporting your finance and risk functions actually need. Commercials are N% of your gross baseline — built on outcomes, not seat counts.

GUARANTEEContractual reduction commitments for eligible engagements

GOVERNANCEModel and routing policy controls

AUDITEstate-wide savings ledger

SUPPORTDedicated, with SSO and invoicing

COMMERCIALSBook a briefing →

Oversight Argus & Aegis

Adaptive security — watch, defend, or both.

Argus is detection and monitoring. Aegis is autonomous defence and response. Run either alone, or combine them for a continuously self-hardening security posture. Per-endpoint pricing below; the Arena and the dynamic CVE engine are included from the Defend tier upward.

Argus · Watch

£7/endpoint/mo

Detection & monitoring

Novel neural threat detection
Conviction-scored, explainable alerts
Continuous monitoring dashboard
Flywheel learning from your environment

Start with Argus

Personal protection

The same neural detection, for individuals and households.

Argus Home

£9/month

Up to 5 devices

Neural threat detection for personal devices
Plain-language alerts — no jargon
Always-on, set and forget

Protect my devices

Argus Family

£19/month

Up to 15 devices

Everything in Argus Home
Whole-household coverage
Shared protection dashboard

Protect my family

The Arena

Custom

For security teams & researchers

Standalone access to the adversarial arena
Benchmark and harden your own models
Dynamic CVE scenario feed

Request access

Security pricing is per endpoint per month unless stated; annual commitment and volume discounts available. Personal plans are flat monthly. Minimums apply to Enterprise — talk to us for a scoped quote.

OVERSIGHT-A · P · F ENGAGEMENTS

Platform engagements are scoped, not listed

Professional-domain deployments are priced on engagement scope, data volumes and integration needs — typically a fixed pilot fee followed by an annual platform agreement. Every pilot is benchmarked against your own ground truth before you commit to anything longer.

PILOTFixed fee, fixed scope

PLATFORMAnnual agreement, usage-based

RULE PACKSDomain modules as needed

ENTERPRISEBook a briefing →

COMMENTARY

Notes from the intelligence layer.

Industry guidance, regulatory analysis and occasional opinions from Oversight Labs.

CONTACT

Talk to us.

Briefings, pilots, partnerships and press. We respond quickly.

What happens next

Tell us your domain and the problem you're staring at. We'll come back with whether the platform fits, what a pilot looks like, and a straight answer on cost. No discovery-call theatre.

For Oversight Athena, mention your current provider plan and rough monthly token usage — we will show you what the same spend could be doing.

EMAILhello@oversightlab.ai

WEBoversightlab.ai

REGISTERED61 Rodney Street, Liverpool L1 9ER

COMPANYOversight Labs Limited · No. 17145488

OVERSIGHT ATHENA · INFERENCE EFFICIENCY

Make the AI you already pay for go further.

Athena is an inference efficiency layer. Every request is processed before it reaches your LLM provider — reducing token consumption, lowering your bill, and logging every saving to a verifiable ledger. Bring your own keys or let us manage everything.

See plans

INTEGRATIONProxy mode — one env var, zero code changes

GUARANTEEContractual efficiency commitment on eligible plans

FREE TRIAL30 days · card collected · not charged until day 31

BYOKYour existing API keys — nothing migrates

MANAGEDNo provider accounts needed — we handle it

LEDGEREvery token processed is logged and verifiable

HOW IT WORKS

Set up in minutes. Savings from the first call.

Athena meets your stack where it already is. Your code, your provider accounts, your models — unchanged.

Point your base URL at Athena

Change one environment variable. Every LLM call routes through Athena automatically. No SDK changes, no prompt changes, no logic changes.

Athena processes each request

The inference efficiency pipeline analyses and processes the call before your provider receives it. Output quality is preserved. Token count falls.

Your provider receives the processed request

You pay your provider on processed tokens. Athena charges a flat monthly subscription separately — or on enterprise plans, N% of your gross baseline.

Every saving is logged in your ledger

Gross tokens in versus processed tokens dispatched — every call, every session, every month. Monthly statements available for finance teams.

BYOK — bring your own keys

Keep your Anthropic, OpenAI, Google or DeepSeek accounts. Athena sits in front of them. Your rate agreements stay in place.

Managed — no keys needed

No provider accounts required. Send requests to Athena and we handle model selection, routing and infrastructure end to end.

Verifiable savings ledger

Per-call log of gross versus processed tokens. Exportable monthly statements. Every saving is a number, not a claim.

Four integration modes

Proxy (zero code change), Python / TypeScript library, CrewAI / LangChain drop-in, or MCP server for Claude Code and Cursor.

PLANS & PRICING

Simple pricing. No surprises.

All plans include the per-call savings ledger. 30-day free trial on all plans — card collected, not charged until day 31.

Keep your own provider API keys. Athena makes them go further.

Nano delivers ~30% efficiency. Solo and above include the contractual 60%+ SLA guarantee — the dashboard shows the gap.

Nano

£19.99/month

Entry · cheapest models · ~30% efficiency

1 BYOK key (Haiku, GPT-4o mini, Gemini Flash, DeepSeek V3)
~30% efficiency on every call
Per-call savings ledger
Unlimited throughput

Recommended

Solo

£39/month

Full SLA guarantee · all models · memory

1 BYOK key · all providers and models
60%+ efficiency SLA guarantee
Persistent session memory
Per-call savings ledger

Studio

£99/month

3 keys · hybrid routing · agents

3 BYOK keys · 3 providers · hybrid routing
60%+ SLA · 100M tokens / month
Crew agent workloads
Priority support · Slack channel

Team

£249/month

10 seats · shared pool · named SLA

10 seats · 3 shared keys
300M token pool
Monthly savings statements
Onboarding session

Enterprise

N% of gross baseline

Bilateral · no published rate

Contractual SLA across your entire AI estate. Every token logged. Finance-ready monthly reporting. Commercials built on outcomes.

GUARANTEEContractual efficiency commitment

AUDITEstate-wide per-call ledger

GOVERNANCEModel and routing policy controls

ENQUIRIESBook a briefing →

No provider accounts needed. We run the model infrastructure. Send requests; receive responses.

Starter

£49/month

500 calls / month · everyday models

Zero provider setup
T3 model tier (Llama 3.3 70B, Gemini Flash)
Per-call savings ledger
Overage: £0.05 / call

Best value

Pro

£129/month

2,000 calls / month · advanced + everyday

Everything in Starter
T2+T3 models (DeepSeek V3 + Llama)
Usage analytics
Priority support
Overage: £0.03 / call

Power

£299/month

8,000 calls / month · all model tiers

Everything in Pro
Full T1+T2+T3 stack
Team workspaces
Onboarding session
Overage: £0.02 / call

All plans include the verifiable per-call savings ledger. 30-day free trial on all plans — card collected at sign-up, not charged until day 31. Cancel any time before that. Fair use applies.

EARLY ACCESS

Launching soon. Get in first.

The first 50 on the waitlist receive a 60-day trial instead of 30. One email when we go live.

The intelligence infrastructure under regulated decisions.

One intelligence layer. Every regulated domain.

Any source, one canonical view

Anomalies, breaks and chains

The Flywheel: exceptional on day one, compounding from day two

Built for professionals who sign their name to the result.

Five domains. One platform.

Accountancy

Pensions

Financial Services

AI Inference Efficiency

Clinical Data

Adaptive Security

The lab behind the platform.

Temporal representation learning

Probabilistic forecasting under regime change

Explainable anomaly attribution

Adversarial self-play for defence

Continual learning from professional feedback

Inference efficiency at the token level

Research validated against ground truth, then shipped

Infrastructure, not another point tool.

Static comparison misses the story

Treat records as signals

Explainable by design

Audit trail on everything

The Flywheel learning system

Human-in-the-loop decision intelligence

Deploys around your stack

Data handled properly

From first file to first finding in days

The platform, specialised.

Accountancy Review Intelligence

Pension Data Intelligence

Financial Remediation Intelligence

Clinical Data Intelligence

Adaptive Security Intelligence

The Arena — security that trains against itself

Live threat intelligence, operationalised

The platform layer, available directly.

Forecasting as a service

Autonomous agent workforces

Connects to your stack natively

Make the AI you already pay for go further.

Simple plans for Oversight Athena. Tailored engagements for everything else.

Bring your own keys — BYOK

Managed routing

Oversight Athena Enterprise

Governed AI efficiency across the whole estate

Oversight Argus & Aegis

Personal protection

Platform engagements are scoped, not listed

Notes from the intelligence layer.

Talk to us.

What happens next

Make the AI you already pay for go further.

Set up in minutes. Savings from the first call.

Point your base URL at Athena

Athena processes each request

Your provider receives the processed request

Every saving is logged in your ledger

BYOK — bring your own keys

Managed — no keys needed

Verifiable savings ledger

Four integration modes

Simple pricing. No surprises.

Launching soon. Get in first.

30 days free. Start in minutes.