Services · AI

Consultancy & development

AI consultancy and development for UK businesses

Shoreline Systems helps UK-based startups and small businesses use AI where it saves time, improves decisions, or scales service—not where it is novelty. We combine strategy workshops with engineering: copilots, automations, search over your own content, and features inside the websites and web apps we already build. United Kingdom clients only.

Discuss an AI projectRead the plain-English guide

What we deliver

Engagements usually start with clarity on the job AI should do, then move to a thin slice you can measure in production—not a slide deck that never ships.

AI discovery & roadmap

Workshops and written recommendations so leadership knows what to pursue, defer, or drop. We map customer journeys, data you already have, and compliance touchpoints before anyone commits to model spend.

  • Use-case prioritisation with effort vs impact
  • Build vs buy guidance (APIs, platforms, custom code)
  • Operating model: who reviews outputs, how you measure quality

Copilots & assistants

Customer-facing or internal assistants grounded in your policies, product docs, and FAQs—so answers cite sources instead of inventing them. Suitable for support triage, onboarding, and sales enablement.

  • Retrieval-augmented generation (RAG) over approved content
  • Guardrails, escalation to humans, and conversation logging you control
  • Embedding in existing sites and admin tools

Workflow automation & integrations

Reduce repetitive work: classify enquiries, draft responses for review, extract fields from documents, sync summaries to CRM or ticketing—always with explicit human checkpoints where mistakes are costly.

  • API integrations with email, CRM, bookings, and internal databases
  • Batch and event-driven pipelines on .NET with observable failures
  • Cost and latency budgets so automations stay economical

AI inside web products

When the browser is your product, we add AI features with the same bar as the rest of the stack: accessible UI, testable APIs, and deployment you can iterate after launch.

  • Semantic search and smart filters on large catalogues
  • Personalised dashboards and natural-language reporting (with permissions)
  • Angular front ends and MongoDB-backed apps where data persistence matters

How we work

1. Define the outcome. Fewer support tickets? Faster quoting? Better self-service on your site? We write success metrics before choosing models.

2. Prove on real data. A short proof-of-concept on anonymised or sample content shows failure modes early—hallucinations, slow responses, or gaps in your knowledge base.

3. Ship with governance. Production includes monitoring, versioning prompts, access control, and handover docs so your team is not locked into a black box.

AI projects often run alongside web design and development—one team, one architecture. See also our guide on sensible first steps with AI for UK small businesses.

Frequently asked questions

Direct answers for owners researching AI partners—also available on our general FAQ page.

What is AI consultancy at Shoreline Systems?
We help UK small businesses and startups decide where artificial intelligence genuinely helps—then design and build the software around it. That includes discovery workshops, feasibility reviews, integration planning, and hands-on development of assistants, automations, and AI features inside your existing web apps or sites.
Do you build custom AI products or only advise?
Both. Consultancy covers strategy, vendor choice, data readiness, and risk framing. Development covers production features: retrieval-augmented search over your content, workflow automations, admin copilots, classification and extraction pipelines, and APIs wired to models you control or host in the UK/EU where required.
Which AI tools and models do you work with?
We are model-agnostic and choose based on your constraints: OpenAI, Anthropic, Azure OpenAI, open-weight models, and embedding providers. We favour clear boundaries—what runs in your app, what calls an API, what is logged—and architectures you can maintain after launch rather than one-off demos.
How do you handle UK data protection and AI risk?
We map personal data flows early, minimise what leaves your environment, document purposes and retention, and align with UK GDPR expectations and sensible AI governance (human review for high-impact decisions, testing for bias and failure modes, opt-outs where appropriate). We do not promise legal advice—we work alongside your policies and counsel when needed.
How much does an AI project cost?
A focused discovery or proof-of-concept often starts in the low thousands of pounds; production integrations and custom apps scale with scope, model usage, and ongoing monitoring. After a short brief we provide a written estimate with assumptions about data, hosting, and API costs so you are not surprised by run-rate fees.
Can AI work be combined with a new website or web app?
Yes. Many clients want search-friendly marketing sites plus embedded assistants, lead qualification, or internal tools. We use the same engineering discipline—Angular front ends, .NET APIs, MongoDB where persistence matters—so AI features are not bolted on as an afterthought.

Tell us what you are trying to automate or understand

A paragraph on your business, the workflow that hurts, and any data or tools you already use is enough to start.

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