Models
Specialist models, evaluated on your data and run inside your boundary.
Explore Models →What we build.
Data, specialist intelligence and governed workflows, brought together around the work. Built on our technology, yours or the right third-party tools.
Agents
Agents that run on their own and hand over to a person at the decisions that matter.
Explore Agents →Products
Ready-made products for recurring jobs, from documents and contracts to sustainability data.
Explore Products →APIs
Model, agent and data APIs that plug into the systems you already run.
Explore APIs →Data
Data collected, extracted and governed, with every value traced to its source.
Explore Data →Evaluations
Tests built from your own cases, rerun every time a model changes, so you always know how well it does your work.
Explore Evaluations →Use cases.
Start with the problem you already have, not a technology. These are the questions operations, finance, legal and service teams bring us most.
Capabilities.
The everyday jobs our AI can do inside your operation, each one tested on your own work before you rely on it.
Sense
It sees, hears and reads the work as it happens.
Explore Sense →Understand
From piles of paper to records you can use.
Explore Understand →Check
Every line compared. Only the gaps reach you.
Explore Check →Investigate
Follow the evidence across systems. Find out what happened, and why.
Explore Investigate →Anticipate
Know what comes next, and plan for it.
Explore Anticipate →Operate
The next step, taken. The reason, recorded.
Explore Operate →Solutions.
Real results from real clients, as reported at the end of each project.
How we work
with you.
Choose how involved you want us to be, from a strategy workshop to running the whole thing for you.
Forward deployed engineering
Senior engineers on the ground with your teams, taking difficult work from definition through to production.
Delivered under our ISO/IEC 27001:2022 certified information security management system, with forward deployed engineering in scope.
Bring in an FDE team →What should AI do for us?
The best AI strategy starts with that question. We help you answer it, and act on it.
Book a workshop →Engineers where you need them
A focused engineering team, embedded alongside your developers, for speed, capacity or specialist skills.
Extend your team →The result, not the system
We deliver and operate a defined outcome against agreed service levels. You get the result without running the systems behind it.
Hand us the outcome →Your infrastructure.
Your boundary.
Your terms.
The AI goes to where the work is. Ours, yours or third-party: we deploy any model or product, from hosted to air-gapped.
A managed environment.
Start with a hosted service when speed of adoption and managed operations are priorities. Agree data handling, access and service requirements as part of the engagement.
Discuss hostedIn the cloud you use.
Deploy dedicated instances in your AWS, Azure, Google or Oracle account. Align the architecture with your cloud standards, operational responsibilities and integration requirements.
Discuss public cloudWithin your enterprise network.
Run it inside your own private cloud or VPC, with network access, storage and controls set around your boundary.
Discuss private cloudOn your infrastructure.
Run software, storage and local inference on your own servers. Plan capacity, integration, maintenance and support around the environment your team operates.
Discuss on-premiseClose to the operation.
Place intelligence near industrial sites and operational equipment, where latency and connectivity shape the design. Match the workload to the local compute available.
Discuss edgeWithout constant connectivity.
Operate local workflows without a continuous internet connection. Define how data is transferred, how updates are applied, and what must remain available offline.
Discuss offlineA physically isolated environment.
Plan for an installation with no external network connection. Local models, dependencies, data transfer and maintenance all become part of the deployment design.
Discuss air-gappedSecurity controls, data handling, infrastructure and support are agreed for each deployment.
- SOC 2 Type IISecurity, availability and confidentiality
- ISO/IEC 27001:2022Certified information security management
- EU GDPRIndependently assessed
- Penetration testingAnnual, by an independent third party
Insights.
Evaluations
- TypeSafe’s Jev, tested on real work97.7% right on 177 scored questions, including invoices, expenses and a plant restart with an expired certificate.
- One sentence fixed Jev’s one flawAsked two related questions with no rule, it contradicted itself in six of eight cases. Stating the rule fixed it.
- Cloudflare’s Clef, close behind94.9% on the same 221 questions, and it caught 27 of 30 requests that needed a person to sign off.
- Clef-Flash misses the sign-offsThe faster model scored 86.4%, and caught only 17 of 30 requests that needed a person to approve.
Research
- A small model that reads NDAsIt rules on 17 standard clauses and quotes its evidence: 84.5% on a sealed test set, running on an ordinary CPU.
- OCR only what needs itFind the parts of a page that exist only as pixels. We read 5.5% of the page area instead of 98.8%, with fewer word errors.
- Every word, straight from the PDFNo model needed: 99.55% of 1.7 million held-out reference words found, each with its box.
- Scan or text, in a millisecondA 116 KB classifier that tells whether a PDF needs OCR without rendering it. It got all 525 test files right.
- When a spreadsheet changes its meaningTwenty real public spreadsheets, three editions each. In 13 of 40 edition pairs, an automated reader should stop.
- What is this file, really?A 39 KB check that tells what an upload really is, and whether it is locked, renamed or cut off. 1,914 of 1,917 held-out files right.
- Everything a page draws, boxedEvery text line, image, shape and annotation on a PDF page, read straight from the file. On 967 test pages the boxes hold every pixel of ink.
News
- ISO/IEC 27001:2022 certifiedOur information security management is certified, with forward deployed engineering in scope.
- SOC 2 Type IIIndependently audited for security, availability and confidentiality.
- DotPlot is now ClarifyAsk your enterprise data questions in everyday language, within each person’s access.
- EcoWatch at Selati Game ReserveAutomatic species identification from camera-trap images, built to run offline: a proof of concept at Selati Game Reserve.
Articles
- The best AI strategy is sometimes no AIA client wanted AI in a workflow with fixed rules. We told them not to: ordinary code was cheaper, faster and easier to audit.
- Why our agents stop for a personWhere an agent should hand over, and how to decide before it ever runs.
- Owning your modelWhat it takes to train a model on your data and run it on your infrastructure.
- AI where nothing gets outRunning models offline and air-gapped, close to the work.
Questions.
The short answers. For anything else, talk to us.
What does Dscvry do?
We build and deploy models, agents and intelligent systems that automate complex work for industry, government and defence. Each system is configured around your data, rules and operations, and tested on your own work before you rely on it.
What do you build?
Models (our own, yours, or third-party), agents that do multi-step work and stop for a person, ready-made products such as Structurify, Clarify and GRID, APIs that plug it all into your systems, and the data pipelines behind them.
Can you deploy third-party models and products?
Yes. We test new models on real work, publish the results in our Insights, and deploy the ones that fit alongside our own models and yours. We also deploy tools you have already chosen, inside your boundary.
Where can it run?
Wherever the work requires: hosted by us, in your public cloud (AWS, Azure, Google Cloud or Oracle), in a private cloud or VPC, on your own servers, at the edge, offline, or fully air-gapped.
How do you work with clients?
You choose how involved we are: a strategy workshop on what AI should do for you, engineers embedded with your team, forward deployed engineering from definition to production, or a defined outcome we deliver and operate against agreed service levels.
Which industries do you work in?
Manufacturing, logistics and supply chain, finance, legal, compliance and ESG, software engineering, industrial and energy operations, conservation, and government and defence: work where decisions carry consequences.
Are you independently audited?
Yes. We hold a SOC 2 Type II report covering security, availability and confidentiality, are certified to ISO/IEC 27001:2022 with forward deployed engineering in scope, have been independently assessed against the EU GDPR, and are penetration-tested every year by an independent third party.
Where are you based?
London, through Discovery AI Limited, and Hyderabad and Chennai in India, through ReDscvry Technology Private Limited, with engineering and delivery across both countries.
How do we start?
Bring us one problem where being wrong is expensive. We work out the data, models and agents it needs, test it on your own work, and agree where it should run.
Bring us the work where wrong is expensive.
Start with the operational problem. We’ll work out the data, models and agents it needs, and where it should run.
Talk to us →LondonDiscovery AI Limited · United Kingdom
HyderabadReDscvry Technology Private Limited · India
ChennaiReDscvry Technology Private Limited · India