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AI Engineering.
AI Strategy.
Real Outcomes.

Bespoke AI consultancy and custom AI solutions that drive measurable business value and IP.

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What we do

STRATEGY

Turn opportunity and uncertainty into a delivery-ready plan that prioritises impact and reduces execution risk.

  • Audit

    Stakeholder interviews, journey mapping, and capability, data and systems inventory to identify current state and future goals.

  • Identify business value

    Identify and prioritise opportunities into an ROI vs effort heatmap and shortlist rapid proofs-of-value.

  • Solution design

    Deep dive into solutions for the project(s) including off-the-shelf, customised, and fully bespoke options.

  • Systems selection

    Identify options and trade-offs for infrastructure, systems, models, and tooling choices with clear trade-offs on cost, latency, security, and other key metrics.

  • Delivery & capability uplift

    90–180 day roadmap, milestones, risk register and a handover/upskilling plan for your team.

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ENGINEERING

Go beyond off-the-shelf solutions; design, build, and and ship bespoke AI systems where you own the IP.

  • Product design

    Architecture, UX, and workflows designed in a collaborative process with your business and engineering teams to build a product driven by business KPIs.

  • Build & integrate

    Build out your custom solution and integrate with existing systems including IaC, services, AI-pipelines, and robust connectors to your data and SaaS systems.

  • Test, evaluate & secure

    Automated unit/integration tests, model eval suites, AI guardrails, adversarial/safety checks and performance testing.

  • Deploy & operate

    Deployment within your own environment or ours, operated by your team or ours. Flexible handover with full operational playbooks and support.

  • Monitor & improve

    Post-launch monitoring of the software, infrastructure, and AI models with ongoing cost & governance optimisation.

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Our Experience

VERTICALS

We’ve delivered AI solutions across multiple industries, focusing on production-ready impact and measurable outcomes.

  • Regulated industries

    Legislation and rule mapping, compliance checking, issue fix automation.

  • Retail & e‑commerce

    Product data ingest, product content optimisation, product data enhancement, competitive gap analysis.

  • Advertising & marketing

    Cultural content transcreation, image analysis and translation, product topic mapping, focus group simulations.

  • Training & education

    Content enhancement, human response evaluation and categorisation, training material gap analysis.

CAPABILITIES

End-to-end capabilities covering models, data pipelines, MLOps, security, and responsible AI practices.

  • AI-driven processes

    Model selection, agentic systems, workflows, prompt optimisation, RAG.

  • Responsible AI, governance & evals

    Evaluation frameworks, bias and safety checks, governance controls to align models with policy, ethics, and stakeholder requirements.

  • Integration and data processing

    Selection and integration with existing or new 3rd party systems, ETL processes, and data stores.

  • Product build

    End-to-end architecture, build, deployment, and ongoing operation, monitoring, and improvement.

How we work

TEAM-BASED

For when you have evolving scope and priorities and need to scale up/down as projects progress.

  • Multi-skilled structure

    A flexible team structure that can vary as requirements and scope changes.

  • Cadence

    Flexible units of work that fit into how your teams operate with regular demos and delivery.

  • Time and materials

    Costs aligned to the size and skills of the team and the length of time used.

PROJECT-BASED

For when you have a well-defined scope and vision. A paid scoping phase then milestone-driven delivery and clear acceptance criteria.

  • Paid scoping phase

    Deep dive on requirements, architecture, delivery plan leading to a fixed quote.

  • Fixed-price delivery

    Milestones with fixed price and scope and traditional change control on variations.

  • Milestones

    Well defined milestones and the same regular demos and delivery as team-based projectss.

About

COMPANY

Carpio Tech is a UK-based company started in 2021. Our goal is to help organisations go from AI strategy to delivering measurable outcomes using best-of-breed solutions or custom building where required.

TEAM

Our multi-disciplinary team covers everything required to deliver modern, AI-centric technology solutions and comes with a diverse industry experience from advertising and marketing, and e-commerce, to legal systems, finance and regulated data management.

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