Put AI to work.
Metabytes helps businesses transform how they work with AI. We design and build agents, automations, AI products and enterprise systems across the world’s leading models.
Move from experimenting with AI to changing how work gets done.
The biggest gains come from redesigning work around AI, not adding another chatbot. We identify the right opportunities, connect AI to the systems and knowledge it needs, and build the controls required to use it in production.
Model agnostic by design.
We choose the model, architecture and deployment approach around the work, not the vendor.
From AI strategy to production systems.
Metabytes combines transformation strategy with hands-on engineering. We can identify the opportunity, design the architecture, build the system and stay involved as it evolves.
AI Agents & Automation
Build agents that can understand context, use company tools, complete tasks and escalate when human judgement is needed.
AI Strategy & Transformation
Find the opportunities worth doing first and build a roadmap your teams can deliver.
Generative AI & LLMs
Search, copilots and content systems grounded in your sources.
AI Software Development
AI capability designed into real products, not bolted on.
AI Data & Knowledge
Documents and data turned into a permission-aware knowledge layer.
AI Platforms & Engineering
Enterprise architecture for AI that runs reliably, affordably and securely.
Governance & Security
Permissions, evaluation, audit and approval designed in from the start.
Managed AI
We stay involved: monitoring, improving and adapting as models change.
Agents that do the work, not just answer the question.
We build AI agents that can use company knowledge, call tools, work across systems, follow permissions and hand decisions back to people when required.
- ✓Understandrequest parsedaccount recognised0.6s
- ✓ResearchCRMcontractsupport history2.1s
- ✓Planrenewal options prepared1.4s
- ✓Actupdate prepareddraft created0.9s
- 5Approvehuman approval requiredSales Ops
- 6CompleteCRM updatedcustomer message queued—
Apply AI where the work already happens.
Different teams need different AI. Explore practical ways to use agents, automation and generative AI across core business functions.
Resolve more work without losing control.
- Classify and route requests
- Retrieve customer and policy context
- Draft or complete standard actions
- Provide agent assist
- Summarise conversations
- Escalate exceptions
Use the right model for every task.
The best AI architecture is rarely one model everywhere. We benchmark, route and govern models around quality, speed, cost, privacy and resilience.
- —High task complexity
- —Long context required
- —Latency tolerant
- —Standard data policy
- —Fallback available
Give AI the context it needs to be useful.
Connect models and agents to approved company knowledge, data and business systems so answers and actions are grounded in the organisation.
KNOWLEDGEpermission-aware index
Yes. Standard renewals can be processed at the current rate for up to 12 months 1, subject to account review 2. Example Co. is on an eligible plan 3.
Start with the problem. Scale when the value is proven.
AI Opportunity Audit & Roadmap
Best for: Businesses deciding where to start.
- · Workflow discovery
- · Opportunity mapping
- · Feasibility
- · Prioritisation
- · Recommended next steps
AI Agent / Automation Sprint
Best for: A defined workflow with clear value.
- · Workflow design
- · Prototype
- · Integrations
- · Controls
- · Evaluation
AI Transformation Programme
Best for: Organisations applying AI across multiple teams or processes.
- · Roadmap
- · Architecture
- · Multiple use cases
- · Change and adoption
- · Governance
Enterprise AI Foundation & Platform
Best for: Organisations that need a secure platform for AI at scale.
- · Model architecture
- · Data / knowledge
- · Permissions
- · Evaluation
- · Governance · LLMOps
From idea to production AI.
Strategy and engineering stay connected throughout the project. We test value early, build with real systems and keep evaluation running after deployment.
- 01
Discover
Understand the work, systems, users, constraints and where the real value sits.
OUTPUTPrioritised opportunityMATURITY · IDEA - 02
Design
Define the workflow, architecture, model strategy, controls and experience.
OUTPUTSolution blueprintMATURITY · PROTOTYPE - 03
Build
Create the agent, application, automation, integrations and evaluation set.
OUTPUTWorking systemMATURITY · VALIDATED - 04
Deploy
Move into production with security, permissions, observability and adoption.
OUTPUTProduction launchMATURITY · PRODUCTION - 05
Improve
Monitor quality, cost and usage, then refine models, prompts, tools and workflows.
OUTPUTManaged improvementMATURITY · OPTIMISED
AI built around real work.
Selected systems showing how Metabytes combines AI, data, automation and software around real business workflows.

Building an AI-powered travel system for data, personalisation, content and publishing.

Building an AI health intelligence platform for research, automation and commerce.
A health-focused platform combining AI agents, research, structured data, intelligence workflows, content automation and commerce.


Building an AI-assisted CRM with private email sequencing for agencies and GTM teams.
CRM, lead management and isolated email sequencing combined with AI agents that help manage lead and outreach workflows.
AI should improve the work, not just generate more output.
We define success around the workflow, then evaluate quality, reliability, cost, speed and adoption as the system evolves.
- Define successSuccess criteriaAgree the workflow outcome, quality bar and guardrails before anything is built.
- Evaluate before launchEvaluationsTest against real cases for accuracy, grounding and policy adherence.
- Monitor in productionObservabilityTrack quality, latency, cost and hand-offs as real usage grows.
- Improve continuouslyHuman feedbackFeed human feedback and model changes back into the system.
Practical thinking and useful tools for teams building with AI.
Advice, guides and simple utilities designed to help teams make better decisions, move faster and work more effectively.
What could AI do inside your business?
Tell us where work is slow, repetitive or difficult to scale. We will map the workflow, identify where AI can create value and turn the opportunity into a working system.
You do not need a finished AI brief. Start with the workflow or business problem.