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metabytes
AI TRANSFORMATION & ENGINEERING

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.

StrategyAgentsAutomationEngineeringGovernance
AI transformation

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.

Frontier models
OpenAIAnthropic ClaudeGoogle GeminiGrok
Enterprise platforms
Microsoft Azure AIAWS Bedrock
Open ecosystem
Meta LlamaOpen source
What we do

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.

View all services→

AI Agents & Automation

Build agents that can understand context, use company tools, complete tasks and escalate when human judgement is needed.

LEAD CAPABILITY
AGENTSWORKFLOWSVOICECOMPUTER USEMULTI-AGENT
Explore AI agents→

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.

RAGSEARCHCOPILOTSMULTIMODAL

AI Software Development

AI capability designed into real products, not bolted on.

APPS · INTEGRATIONS · PRODUCT AI

AI Data & Knowledge

Documents and data turned into a permission-aware knowledge layer.

PIPELINES · VECTOR SEARCH · PERMISSIONS

AI Platforms & Engineering

Enterprise architecture for AI that runs reliably, affordably and securely.

· Enterprise architecture· Multi-model routing· LLMOps / MLOps· Cloud / private deployment· Cost optimisation

Governance & Security

Permissions, evaluation, audit and approval designed in from the start.

Managed AI

We stay involved: monitoring, improving and adapting as models change.

AGENTIC AI

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.

AI across the business

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.

Customer Service

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
Connects to
HelpdeskCRMKnowledge baseLive chat
Model strategy

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.

Task
Gateway
AI ROUTER
Quality threshold
Latency target
Cost policy
Data policy
Availability
Decision
routed toClaude
fallbackOpenAI
policy ✓logged
Models
OpenAI
ClaudeROUTED
Gemini
Grok
Open model
Business system
Agent
App
Workflow
Search
Internal copilot
Why this route
Complex reasoning → AI Router → Claude → Agent
  • —High task complexity
  • —Long context required
  • —Latency tolerant
  • —Standard data policy
  • —Fallback available
Route fit
Quality
Speed
Cost
Privacy
Model benchmarkingDynamic routingFallbacksPrivate deploymentContinuous evaluation
Data & knowledge

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.

GroundedUse approved business information.
Permission-awareRespect user, role and system access.
TraceableShow where information and actions came from.
Ways to start

Start with the problem. Scale when the value is proven.

Discuss where to start→
01

AI Opportunity Audit & Roadmap

Best for: Businesses deciding where to start.

  • · Workflow discovery
  • · Opportunity mapping
  • · Feasibility
  • · Prioritisation
  • · Recommended next steps
→ OPPORTUNITY MAP
02

AI Agent / Automation Sprint

Best for: A defined workflow with clear value.

  • · Workflow design
  • · Prototype
  • · Integrations
  • · Controls
  • · Evaluation
→ WORKING PILOT
03

AI Transformation Programme

Best for: Organisations applying AI across multiple teams or processes.

  • · Roadmap
  • · Architecture
  • · Multiple use cases
  • · Change and adoption
  • · Governance
→ PRODUCTION PROGRAMME
04

Enterprise AI Foundation & Platform

Best for: Organisations that need a secure platform for AI at scale.

  • · Model architecture
  • · Data / knowledge
  • · Permissions
  • · Evaluation
  • · Governance · LLMOps
→ ENTERPRISE FOUNDATION
How we work

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.

  1. 01

    Discover

    Understand the work, systems, users, constraints and where the real value sits.

    OUTPUTPrioritised opportunityMATURITY · IDEA
  2. 02

    Design

    Define the workflow, architecture, model strategy, controls and experience.

    OUTPUTSolution blueprintMATURITY · PROTOTYPE
  3. 03

    Build

    Create the agent, application, automation, integrations and evaluation set.

    OUTPUTWorking systemMATURITY · VALIDATED
  4. 04

    Deploy

    Move into production with security, permissions, observability and adoption.

    OUTPUTProduction launchMATURITY · PRODUCTION
  5. 05

    Improve

    Monitor quality, cost and usage, then refine models, prompts, tools and workflows.

    OUTPUTManaged improvementMATURITY · OPTIMISED
Selected work

AI built around real work.

Selected systems showing how Metabytes combines AI, data, automation and software around real business workflows.

All work→
Travel etc AI publishing platform — travel lifestyle imagery
TravelAI publishing

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

ChallengeTravel data, research and publishing workflows needed to operate as one connected system rather than separate editorial processes.
What we builtAn AI-powered travel platform combining structured data, research, content production, personalisation and publishing workflows.
ResultOne connected AI system for travel intelligence, content operations and personalised publishing.
AI AGENTSDATAPERSONALISATIONPUBLISHING
Healthologist AI health intelligence — fitness lifestyle imagery
HealthAI intelligence

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.

AI AGENTSRESEARCHDATACOMMERCE
Influize AI-assisted CRM — creator lifestyle imagery
CRMAI automation

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.

CRMAI AGENTSLEAD MANAGEMENTEMAIL AUTOMATION
Measure what matters

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.

  1. Define successSuccess criteriaAgree the workflow outcome, quality bar and guardrails before anything is built.
  2. Evaluate before launchEvaluationsTest against real cases for accuracy, grounding and policy adherence.
  3. Monitor in productionObservabilityTrack quality, latency, cost and hand-offs as real usage grows.
  4. Improve continuouslyHuman feedbackFeed human feedback and model changes back into the system.
The loop re-runs whenever a model, prompt or workflow changes.

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.

AI opportunity map