AGI Labs
01 / WHAT WE DO

We design and build custom AI systems, automation and software, transforming ideas and real-world requirements into fully realized solutions.

That can mean improving how a business operates, building a company-wide operating system around how it actually works, creating a new app or digital product, or connecting and automating what is already in place.

What we build can work with complex information, search and reason across knowledge, speak and listen, understand images and video, create media, remember context, act across other software, and interact with devices or the physical world.

We start by understanding your people, processes and existing systems, then find the real bottlenecks and root causes. We choose the right tools, APIs and mix of cloud, local or private AI, then bring the data, interfaces, integrations and deployment together so it all works seamlessly.

ONLINE01 / BUSINESS & OPERATIONAL SOFTWARE

Custom software for the work your organisation actually does

We build internal platforms and web apps for customers, projects, teams, documents, finance, inventory, reporting and other operational work. They can replace disconnected spreadsheets or sit alongside software you already use, with permissions, workflows and management views built around your process.

Internal platformsOperationsDashboards
ONLINE02 / DATA, DATABASES & MIGRATION

Bring scattered data into one reliable foundation

We map spreadsheets, databases, forms, documents and legacy systems into records a new application can use with confidence. That can include migration, stable IDs, duplicate handling, source mapping and a clear record of anything that still needs human confirmation.

Data migrationMaster dataData quality
ONLINE03 / SEARCH, KNOWLEDGE & MEMORY

Search documents, websites and business data with AI

We build search and knowledge systems that can answer questions across your files, databases, websites and other approved sources. They can preserve citations, remember useful context and use stronger ranking or source rules when ordinary keyword search is not enough.

AI searchKnowledge basesMemory
ONLINE04 / AI AGENTS & AUTOMATION

Chatbots, AI assistants and agents that can take action

We build everything from straightforward customer or staff chatbots to research assistants and agents that use software, files, messages and business tools. They can remember context, search information, prepare work, take approved actions and stop for human review where needed.

ChatbotsAI assistantsTask agents
ONLINE05 / WORKFLOW & SYSTEMS INTEGRATION

Automate the steps between people and software

We connect the systems your organisation already uses so information can move without repeated copying, tasks can be created, approvals can be routed and follow-up can happen on time. More involved workflows can track ownership, deadlines, exceptions and recovery when something fails.

AutomationApprovalsIntegrations
ONLINE06 / AUDIT, RECONCILIATION & CONTROL

Catch mismatches, missing information and process failures

We build control systems that compare information from different sources, flag unusual or incomplete records and keep a history of what changed. Teams can investigate the underlying evidence, assign follow-up and see how an issue was resolved instead of losing the trail in messages and spreadsheets.

ReconciliationAudit historyExceptions
ONLINE07 / SYSTEM DESIGN & PRODUCT DEVELOPMENT

Turn an idea or messy process into a system you can actually build

You do not need to arrive with a technical specification. We can work from the business problem and define the users, features, data, integrations, privacy needs, deployment, phases and likely cost before major development begins. We can also help turn a proven internal system into a customer-facing product.

DiscoverySystem designProduct development
ONLINE08 / VOICE, PHONE & SPEECH SYSTEMS

AI phone agents, voice assistants, transcription and speech tools

We build software that can answer or place calls, hold live voice conversations, transcribe meetings and recordings, create custom voices, translate speech and dub media. Conversation outcomes can also feed into your CRM, follow-up queue, records or other workflows.

Phone agentsTranscriptionAI voices
ONLINE09 / VISION, DOCUMENTS & COMPUTER USE

Software that can read documents, understand images and use screens

We build systems that work with scans, forms, photographs, screenshots, camera feeds and desktop interfaces. They can extract structured data, recognise visual conditions, provide another system with visual context, or operate browser and desktop software under controlled rules.

DocumentsVisionComputer use
ONLINE10 / PRIVATE, LOCAL & OFFLINE AI

Private and offline AI that runs where you choose

AI can run on a user device, in a browser, on your own server or across a private network when you want tighter control over sensitive data, lower dependence on cloud APIs or workflows that can continue without constant internet access. Local and cloud models can also be combined in one system.

Private AIOffline useLocal & hybrid
ONLINE11 / CONNECTED DEVICES, SENSORS & IOT

Connect software to sensors, devices and real-world activity

We build software that can collect readings from sensors, devices, equipment and other physical sources, then connect that information to records, alerts and workflows. It can track assets or items over time, monitor conditions, work at the edge and add selected automation when the process calls for it.

Sensors & devicesTelemetryAsset tracking
ONLINE12 / INTERACTIVE SOFTWARE & CREATIVE TOOLS

Custom apps, editors, configurators and interactive experiences

We build software people can actively work inside: dashboards, visual editors, canvases, timelines, node-based tools, configurators, simulations, 3D experiences and specialised interfaces. These can be standalone products or focused tools inside a larger system.

Custom toolsEditorsInteractive 3D
ONLINE13 / LEARNING, ASSESSMENT & COACHING SYSTEMS

Assessments, learning platforms and guided development tools

We turn assessments, training programmes and structured methods into interactive software with scoring, learning journeys, exercises, skill maps, reflection, coaching flows and progress history. Where the content comes from an existing methodology, we can keep the source material and product interpretation clearly separated.

AssessmentsLearning journeysCoaching tools
ONLINE14 / BRAND, CONTENT & GROWTH SYSTEMS

Brand, content and growth systems for products that need more than code

When a new product, service or company offshoot needs more than software, we can help shape its positioning, naming, visual system, website, SEO and launch content. We also build AI-assisted copy, social and campaign pipelines with templates, review stages, publishing integrations and analytics so repeated marketing work becomes a system rather than a pile of one-off tasks.

Brand systemsSEO & contentGrowth pipelines
ONLINE15 / GENERATIVE MEDIA & CREATIVE AI

AI image, video, audio and 3D production

We build creative systems for product imagery, campaign visuals, video, voices, dubbing, music, sound effects and 3D assets. A project can be a focused generation tool or a larger production workflow with references, style controls, review steps, asset handling and human finishing where needed.

Images & videoAudio3D & style
ONLINE16 / AI CHARACTERS, SIMULATIONS & GAMES

AI characters, virtual people and simulated worlds

We build interactive characters that can converse, remember people, maintain identity and relationship history, and respond to what is happening around them. For games and simulations, their actions can be tied to the actual state and rules of the world instead of relying on dialogue alone.

AI charactersPersistent identityWorld interaction
01SECURITY & ACCESS02OBSERVABILITY & LOGS03HUMAN REVIEW04RELEASE & RECOVERY05HANDOVER & SUPPORT
CONFIGURE YOUR PROJECTTell us what you need, choose the relevant modules and build an indicative scope.
BUILD YOUR BLUEPRINT →
03 / Systems & Possibilities

Explore what these systems can include.

Projects can combine conventional software, AI, automation, data, interfaces and integrations. The architecture can range from a focused tool to a governed system with persistent state, approvals, private deployment and connections to the wider business.

BUSINESS & OPERATIONAL SOFTWARE

Build software around the work your organisation already does.

We can build one focused internal tool, a system for a team, a customer-facing portal or a wider operational platform. Common building blocks include users, records, documents, dashboards, approvals, reporting, payments, inventory, projects and management views.

Everyday workbring recurring work, records and follow-up into one coherent system
Users & accessgive each person the information and actions appropriate to their role
Managementshow current status, bottlenecks, workload and key measures clearly
Deeper layermodel the rules, relationships, approvals, history and exceptions behind the operation
DATA, DATABASES & MIGRATION

Make the data underneath the software dependable.

We can start with the information you already have in spreadsheets, databases, forms, documents, exports and older systems. We map where it comes from, decide what is authoritative, clean what can be cleaned and keep unresolved conflicts visible for confirmation.

Discoveridentify the sources, owners, fields and dependencies the new system relies on
Modeldefine stable records, identifiers, relationships and source-of-truth rules
Migratemove agreed history through controlled imports instead of one-off copying
Validatefind duplicates, conflicts, impossible values and information that needs a decision
SEARCH, KNOWLEDGE & MEMORY

Help people find answers across documents, data and external sources.

We can build a private knowledge assistant, a federated search tool, a research workspace or memory for a larger AI system. Search can span internal files, databases, websites and other approved sources while keeping evidence and useful context available.

Searchfind relevant information across documents, databases, websites and structured records
Answersuse retrieved material to answer questions with supporting sources where available
Memoryretain useful facts, entities, relationships and previous context across sessions
Deeper layerchange ranking by intent, authority, recency, source type and other retrieval rules
AI AGENTS & AUTOMATION

Build anything from a chatbot to an AI system that can carry out work.

We build customer chatbots, staff assistants, research agents, background responders and task agents. Depending on the job, they can search information, use memory, work with files, call APIs, use software, draft or send messages, and coordinate with other agents.

Conversationanswer questions or hold natural conversations with customers, staff or users
Knowledgesearch approved information and carry useful context forward
Actionsuse tools, software, messages and APIs to complete defined tasks
Controladd permissions, human approval, action logs and execution limits when actions matter
WORKFLOW & SYSTEMS INTEGRATION

Connect people and systems so work moves without losing ownership.

We connect software through APIs, databases, files, webhooks or controlled browser and desktop automation. Workflows can move information, create tasks, generate documents, request approvals, send reminders and keep long-running cases visible from start to finish.

Automationremove repeated copying and routine handoffs between systems
Connectionslink existing software, databases, files and communication channels
Approvalsroute decisions to the right person with a clear record of what happened
Recoveryshow delays, failures, reopen paths and the next action instead of failing silently
AUDIT, RECONCILIATION & CONTROL

Know when records disagree, information is missing or a process needs attention.

We build systems that compare records and events across different sources, preserve the original evidence and create a clear path from detection to resolution. This can support financial checks, operational controls, compliance, service quality, data quality and management review without being tied to one industry.

Comparecheck values, records, events, statuses or readings against each other
Investigateopen the underlying evidence and history behind a mismatch or exception
Resolveassign responsibility, record follow-up and capture the final decision or correction
Tracekeep a dependable history of changes, approvals and resolution over time
SYSTEM DESIGN & PRODUCT DEVELOPMENT

Turn an idea, process or collection of requirements into a practical system plan.

You can come to us before you know the technology. We can study the problem, define the users and information, choose what should be software versus AI, identify integrations and risks, and divide the work into sensible releases. If a proven internal tool has commercial potential, we can also redesign it as a product.

Discoveryunderstand the goals, users, current tools, constraints and unanswered questions
Architecturedefine the application, data, AI, integrations, security and deployment at the right level
Phasingseparate the first useful release from later expansion and experiments
Product developmentadd onboarding, accounts, configuration, administration and other product needs when relevant
VOICE, PHONE & SPEECH SYSTEMS

Use speech as an interface, a communication channel or a source of business information.

We can build phone agents, voice assistants, live transcription, private speech-to-text, synthetic voices, translation and dubbing. We can also turn a conversation into structured follow-up by saving transcripts, extracting outcomes, updating records and scheduling the next action.

Callssupport inbound, outbound or mixed AI phone conversations
Transcriptionturn live or recorded speech into searchable text and structured information
Speechcreate synthetic voices, narration, translation and dubbing workflows
Operationsconnect transcripts, outcomes, callbacks and follow-up to the systems around the conversation
VISION, DOCUMENTS & COMPUTER USE

Give software access to information that arrives visually.

We work with images, scans, forms, screenshots, camera feeds and software interfaces. A system can read documents, extract fields, detect visual conditions, use an image as context, or interact with browser and desktop interfaces under defined controls.

Documentsturn scans, forms and other paperwork into structured information
Images & camerasanalyse visual scenes, objects, activity or conditions relevant to the application
Screensunderstand what is visible in a browser or desktop program
Computer useclick, type and navigate through software when visual interaction is the appropriate route
PRIVATE, LOCAL & OFFLINE AI

Run AI and software closer to your own data, users and hardware.

We can run suitable models and applications in a browser, on a workstation, on your own server or across a private network. This can keep sensitive processing under your control, reduce dependence on per-use cloud services, improve resilience where connectivity is limited and support systems that mix local and cloud capability.

Privacykeep selected processing and data inside an environment you control
Offlinedesign supported workflows that can continue without a permanent internet connection
Local hardwareuse browsers, workstations, servers or private networks for suitable workloads
Hybridroute different tasks between local and cloud systems based on privacy, capability, cost and availability
CONNECTED DEVICES, SENSORS & IOT

Connect digital software to sensors, devices, equipment and real-world activity.

We can collect readings from connected devices or operator input, give physical assets and items a digital history, monitor conditions and connect real-world events to software workflows. The same architecture can support anything from a small sensor-backed application to a broader operational control system.

Capturecollect readings or events from sensors, devices, equipment or human input
Trackfollow assets, items, device state and important process history over time
Monitorsurface unusual conditions, thresholds, delays or missing readings that need attention
Edge & controlprocess data locally or trigger selected actions when the use case justifies it
INTERACTIVE SOFTWARE & CREATIVE TOOLS

Build software people use to create, explore, configure or manipulate something directly.

We create dashboards, visual editors, canvases, timelines, node graphs, configurators, simulations, interactive websites and 3D experiences. These interfaces are useful when the job involves spatial information, relationships, media, authoring or complex state that ordinary forms and tables do not express well.

Editorsbuild timelines, canvases, layer systems, node maps and other creation environments
Configuratorslet users assemble, customise or price products and systems interactively
Visualisationmake complex information, relationships or simulations easier to explore
Realtime & 3Duse WebGL, shaders, animation or multiplayer state when the experience benefits from it
LEARNING, ASSESSMENT & COACHING SYSTEMS

Turn assessments, training and structured methods into serious interactive software.

We build scoring engines, evidence dashboards, learning journeys, competency maps, exercises, reflection tools, guided coaching flows and progress history. We can digitise an existing methodology without flattening it into generic cards or inventing rules that the source material does not actually define.

Assessscore questionnaires, dimensions, competencies or other structured frameworks
Learncombine lessons, activities, examples, practice and review in a guided journey
Applysupport exercises, reflection, missions and evidence that learning was used outside the lesson
Govern contentseparate original source material, approved interpretation and unresolved decisions
BRAND, CONTENT & GROWTH SYSTEMS

Give a new product, service or venture the identity and growth system around the software.

When we help create something from scratch, the code is often only part of the job. We can help shape positioning and naming, build the visual and web system around it, structure SEO and content, and create controlled AI-assisted pipelines for copy, social and campaign production.

Positioningclarify the audience, offer, naming, message and product story before producing a pile of assets
Brand systemcreate visual direction, reusable design rules and the web or product experience that carries it
Content & SEOstructure pages, search intent, copy, metadata and content so people can understand and find the product
Pipelines & growthturn repeated copy, social, campaign and publishing work into reviewable workflows with automation and analytics
GENERATIVE MEDIA & CREATIVE AI

Create and manage image, video, audio and 3D work with AI.

We can build tools for product imagery, campaign assets, concept art, video, synthetic speech, voice cloning with consent, dubbing, music, sound effects and 3D generation. For higher-volume work, we can add reference libraries, style or identity controls, review stages, asset management and human finishing.

Image & videogenerate, edit or transform visual material for products, campaigns, concepts and media
Consistencyuse references or custom training to keep a person, product, character or visual direction more stable
Audiowork with voices, narration, translation, music and sound effects
Productionturn individual generation steps into a managed creative workflow when scale requires it
AI CHARACTERS, SIMULATIONS & GAMES

Build virtual people and worlds with memory, identity and rules that persist.

We create AI characters, game systems and simulated environments where a character can keep a stable identity, voice, knowledge, relationships, goals and capabilities across interactions. Conversation can influence what happens next, while the surrounding runtime remains responsible for what is actually possible in the world.

Identitykeep a persistent person, role, history and personality outside one chat session
Relationshipscarry previous interactions and changing social context forward over time
World stateground knowledge, inventory, locations, events and other facts in the actual environment
Actionscombine natural conversation with rules, permissions, goals and executable behaviour
Architecture details
01/15wheel / swipe / drag
04 / Ways to Engage

Choose how you want to start.

Project workspace showing a brief, scope, decisions, milestones and support requests.
05 / Delivery Process

From first discussion to a system your team can use.

Software delivery workspace showing product build, automated tests, review checks and release readiness.
01 / DISCOVER

Show us how the work happens today

We review the actual people, spreadsheets, software, documents, approvals and workarounds involved. We separate confirmed facts from things that still need an answer.

02 / PLAN

Agree what the first version needs to do

We define the users, information, features, integrations, privacy needs, deployment and clear boundary for the first phase.

03 / BUILD

Build and connect the system

We implement the agreed pieces, connect them to real data and existing tools, and bring later parts in as the foundation becomes dependable.

04 / VERIFY

Test it with real scenarios

We test what should work, what should not work, what each user is allowed to do, what happens when something fails and whether a new change broke something that worked before.

05 / HANDOVER

Put it into use

We deploy the system, document the important parts, train the people who need it, set up backups and exports, and make normal administration possible without code changes where practical.

06 / IMPROVE

Fix defects and plan later changes

After launch, we keep genuine defects separate from new requests so support stays clear and later improvements can be scoped properly.

06 / Engineering Principles

How we make technical decisions without making the project harder than it needs to be.

Implementation workspace showing conventional logic, AI, human review and system integrations configured together.
01

Use AI when AI is useful

If a normal rule, calculation or database query can do the job more reliably, we use normal software. AI is for the parts that benefit from language, perception, judgement or flexible reasoning.

02

Choose cloud, private or offline based on the job

We pick the environment that fits your privacy, internet access, hardware, speed and cost needs. One project can use more than one environment.

03

Keep people in control of important decisions

Financial, legal, commercial, safety or high-impact actions can stop for a person to review and approve them.

04

Design for imperfect data and existing software

Spreadsheets, missing records, inconsistent data, limited APIs and older software are common. We design around what actually exists and make the uncertainty visible rather than assuming a clean starting point.

05

Avoid unnecessary lock-in

Where practical, we keep models, external services and infrastructure replaceable so one provider changing does not force a full rebuild.

06

Do not guess business truth

If an important formula, permission, balance or operating rule is unclear, we mark it for confirmation instead of quietly inventing an answer.

07 / Technology & Deployment

Where the system can run and what it can connect to.

Deployment workspace showing web, cloud, private, local and edge environments with data sources and integrations.
MODELS

Use cloud AI, private AI or both

We choose the model for the job. A system can use public AI services, models running on your own hardware, or a mix of the two.

DATA

Bring the information you already have

We can work with databases, documents, spreadsheets, websites, forms, exports and other operational records.

INTEGRATIONS

Connect to the software you already use

We connect through APIs where they are available and use controlled browser or desktop automation when visual interaction is the practical option.

DEPLOYMENT

Run online, in your office or on individual devices

Depending on the project, we can deploy as a hosted web app, a local workstation app, a browser-based tool, a private office server, a LAN system or a combination.

08 / Our Approach

We learn how your organisation works, then build the software around it.

Sometimes the need is focused: a chatbot, dashboard, internal application, document workflow or automation. Sometimes the problem spans several teams, existing systems, fragmented information and business rules that have never been written down in one place.

We start by understanding what happens today, which information matters, who makes decisions and which parts already work well. Then we decide what should stay, what should connect, what should change and where AI adds something a normal software rule cannot. The result can be one focused tool or a larger system delivered in phases.

The goal is practical: make the work easier to run, easier to verify and easier to improve.

09 / Common questions

A few useful answers before we start.

You do not need a technical brief or a finished specification. A clear problem, an idea, or even a sense that the current way of doing something is not working is enough to begin.

START WITH WHAT YOU KNOW

We can work out the architecture, tools and technical decisions after we understand what you are actually trying to achieve.

01Starting pointWhat do I need before getting in touch?

Not much. Tell us what you want to change, build or make possible. We can help uncover the bottlenecks, constraints, users, information and unanswered questions before deciding what the solution should be.

02DiscoveryCan you help work out what should actually be built?

Yes. We often start by understanding how something works today, where the real problem sits and what already works well. The answer may be a new product, an improvement to an existing system, an integration, automation, AI, or a simpler software change.

03Existing systemsCan you work with software, data or devices we already use?

Yes. We can connect to APIs, databases, files, websites, SaaS tools, spreadsheets, desktop software and physical devices where appropriate. We would rather preserve something that already works than replace it without a good reason.

04EngineeringHow do you decide what should use AI?

We use ordinary software and rules where the behaviour should be exact, and AI where language, vision, generation, search or reasoning adds something useful. Important actions can still sit behind permissions, validation or human approval.

05Privacy & deploymentCan a system run privately, locally or offline?

Where the workload allows it, yes. We can consider cloud services, open-source models, private servers, office networks, browsers and local devices, then choose around privacy, connectivity, latency, cost and the hardware available.

06Product & launchCan you help shape the product as well as build it?

Yes. When a project starts as a new product, service or company offshoot, the work can include product strategy, naming and positioning, interface direction, content and copy systems, SEO, launch tooling, social or content pipelines, and the software behind them.

07PhasingCan we start with one useful part and expand later?

Usually. We can define the smallest release that is genuinely useful, while keeping later integrations, automation or product features in view. That avoids overbuilding the first version without boxing the project into a dead end.

08CommercialsHow are projects scoped, priced and supported?

Scope depends on the work involved: users, data, interfaces, integrations, deployment, uncertainty and implementation depth. Third-party services and hardware are normally separated from our professional work. After launch, support, defect fixes and later additions can be handled as clearly defined follow-on work.

10 / Contact

Tell us what you are trying to build, improve or connect.

Tell us the outcome you want, what happens today, which systems or information are involved and where the current approach is getting in the way. That is enough to start a useful technical conversation.