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WEIR DIGITAL MEDIA · SERVICE · PART OF AI & INTELLIGENCE

Custom AI Model Development

Tailored AI Models for Optimal Performance. Our Custom AI Model Development services provide tailored AI models that meet your specific business needs. We develop and train models that enhance your operations and drive innovation.

Typical 90-day deltas

What moves on a AI & Intelligence retainer.

Median shifts we see across 90-day cycles. Names of operators initialised by request — we walk you through the named-client sets on the discovery call.

Three things every Custom AI Model Development engagement is.

Productised

Fixed scope, fixed deliverables, predictable price band. No surprise invoices, no scope creep.

Local first

UK and Costa Blanca, EN/ES delivery, real grasp of how local search and reputation actually work.

Owned outputs

Site, content, lists, pipelines, automations — you own all of it from day one. No lock-in.

Quick answer

AI & Intelligence — in 100 words.

AI and intelligence for service businesses is the practice of using AI to compress months of work into days — content generation, customer research, market analysis, sales-call analysis, lead scoring, support handling. Weir Digital Media's productised AI programme installs an AI-stack built on Anthropic Claude, OpenAI and Google Gemini, with custom workflows for content, sales, support and operations. Foundation tier targets one AI workflow (content or support). Compound tier covers four core functions. Architect tier delivers a custom AI operating system tied to the business's CRM, knowledge base and team — quarterly model and prompt reviews included.

Common questions about AI & Intelligence.

What can AI actually do for a service business in 2026?
Five core areas: content generation (faster blog posts, social posts, emails), customer research (rapid analysis of survey or interview data), sales-call analysis (recording-to-insights), lead scoring (intent classification), and support handling (first-line responses with human handoff). Each saves twenty to forty hours per month when implemented well.
Which AI models do you use?
Anthropic Claude (primary for reasoning and writing), OpenAI GPT-4 family (variants for specific tasks), Google Gemini (multimodal and search-integrated tasks), open-source models for cost-sensitive workloads. We meet the model to the task — there is no single best AI.
Will AI replace my marketing team?
No. AI replaces the repetitive 20-30 percent of marketing work — first-draft writing, research summarisation, image variants. The judgement-required 70-80 percent (strategy, brand voice, client conversations, creative direction) remains human. Teams using AI well save hours, not headcount.
What about AI search optimisation (GEO)?
Critical and growing fast. ChatGPT, Perplexity, Gemini and Google AI Overviews now answer a meaningful share of search queries directly. GEO content (structured FAQs, direct-answer blocks, schema markup, citation-friendly formatting) is built into every productised programme.
Is AI content penalised by Google?
AI-only generic content is penalised. AI-assisted content with human editorial discipline, original insight, and brand voice is not. Google's stance: helpful content is rewarded regardless of how it was created. We treat AI as an assistant, never the author.
Can AI handle customer support?
Yes for first-line tier-one queries (FAQs, order status, account questions). Human handoff for anything with judgement, billing, or emotional content. We build the AI-plus-human handoff system as a productised deliverable — no chatbot left to handle complex queries alone.
How do you measure AI ROI?
Three metrics: hours saved per month, output volume increase (content shipped, calls analysed, leads scored), and quality consistency (variance in output measured against the brand voice guide). Quarterly review covers all three.
What is custom AI workflow design?
Programmes where we build a specific AI workflow for your business — for example, a sales-call analyser that transcribes, summarises, scores intent, and writes follow-up email drafts. Architect tier delivers two to four custom workflows per year tied to your CRM and knowledge base.
Will my data be used to train AI models?
We use enterprise API tiers (Anthropic, OpenAI, Google) with no-training data policies by default. Your data does not train future models. Architect tier includes documented data-handling policies and quarterly reviews.
Is AI worth investing in now or should I wait?
Now. The compound advantage of being twelve months early on AI workflow design is enormous — the businesses that wait until 2027 will be eighteen months behind. Foundation tier delivers one AI workflow for £1,500 per month, payback typically inside the first quarter.
Pricing band

From £1,500/month

Tailored band before the call, written quote within two business days.

Time to signal

60-90 days

Measurable movement on the metrics that matter, not vanity reach.

Engagement term

Rolling 90-day cycles

Walk-away rights at every renewal — we’ve never had to.

What you get

6 sub-services

Each scoped on day one, delivered into your portal on a weekly rhythm.

Other services in this pillar

The wider AI & Intelligence stack.

Custom AI Model Development sits inside our AI & Intelligence pillar — here are the other productised services it stacks alongside, all scoped on day one and delivered on a weekly rhythm.

01

Retrieval

RAG over your knowledge base — documents, sites, transcripts.

02

Classification

Lead scoring, ticket triage, content tagging at scale.

03

Drafting

AI-drafted content with human review — emails, briefs, proposals.

04

Scoring

Predictive lead, deal, and content quality models.

05

Bespoke Models

Fine-tuned or routed models for specific business problems.

06

Voice & Vision

Transcription, summarisation, image & video generation pipelines.

Tailored AI Models for Optimal Performance. Our Custom AI Model Development services provide tailored AI models that meet your specific business needs. We develop and train models that enhance your operations and drive innovation.

90-day roadmap

From kick-off to compounding signals.

Every pillar runs the same four-step rhythm. The first three are fixed scope. The fourth is the long game.

Custom AI Model Development 90-day roadmap Day 0 — kick-off Day 14 Day 30 Day 90 1 2 3 4 Discover Audit, interview, stakeholder map Plan Tailored 90-day roadmap signed off Build First measurable signals shipped Compound Quarterly review, long-game cadence

Below: the same rhythm in detail. Every step is fixed-scope, dated, and visible inside your portal.

01 / Discover

Audit and interview.

We map your current state, your stack, and the gap between today and the goal. End of week one.

02 / Plan

Tailored 90-day roadmap.

A written plan with deliverables, owners, and dates. You sign it off before we build. End of week two.

03 / Build

Production cadence.

Weekly delivery into your portal. Progress, assets, and metrics in real time.

04 / Compound

Quarterly review.

Roadmap refreshed against compounding signals. The work keeps paying dividends long after the build.

Typical 12-month outcome trajectory

What success usually looks like inside AI & Intelligence.

Operating leverage curve as RAG, classification and drafting systems move from pilot to production-by-default.

AI & Intelligence — 12-month outcome trajectory 100% 75% 50% 25% 0% M1 M3 M6 M9 M12
  • M1 Scope + data audit
  • M3 First production system live
  • M6 Routing + governance set
  • M9 Compound across functions
  • M12 Operational leverage
Examples of what we ship

What lands in your portal each week.

A representative slice of the deliverables a AI & Intelligence engagement produces. Every asset is scoped on day one, dated, and exported at the end of any cycle you choose.

Use-case scoping doc

Business problem, expected leverage, and success criteria.

PDF · 8-12 pages

Production architecture diagram

How the system is built, hosted, and integrated.

Miro + spec

Eval harness

Test cases, accuracy benchmarks, regression suite.

GitHub repo

Prompt library

Versioned prompts with comments and change history.

Repo + docs

Governance policy

Review, approval, and audit policy per use case.

PDF · 12 pages

Rollout runbook

Phased deployment plan with checkpoints.

Notion
Move at your pace

You set the rhythm. We ship to your timeline.

Three production paces, every one with the same fixed-scope discipline. Pick the cadence that fits your business — switch between them at any 90-day boundary.

Default cadence

Standard pace

90-day cycles

A predictable weekly drumbeat. Best for most operators — gives the work room to compound without producing busywork.

  • Cadence Weekly delivery
  • Cycles 90 days, rolling
  • First signal 60-90 days
  • Best for Consistent growth
For launches

Express pace

30-day cycles

Shorter cycles for time-sensitive launches, quarterly campaigns, or when a hard deadline is non-negotiable.

  • Cadence Twice-weekly delivery
  • Cycles 30 days, rolling
  • First signal 14-30 days
  • Best for Launches, sprints
Continuous

Architect pace

Continuous flow

Multi-team, continuous delivery for operators with hard deadlines, multiple locales, or 5+ pillars stacking.

  • Cadence Daily delivery
  • Cycles Continuous
  • First signal Continuous
  • Best for Complex programmes
Inside a 12-week engagement

What happens, week by week.

A concrete walk-through of a AI & Intelligence engagement at Standard pace. Every step is fixed-scope, dated, and visible inside your portal.

WK 1

Discovery call + audit kickoff.

Thirty-minute discovery call, full access granted to your stack, and the audit begins the same day. We talk to your team, your customers if you can introduce us, and the people closest to the metric.

Outputs: Audit baseline, stakeholder map
WK 2

Roadmap delivered + signed off.

A written 90-day roadmap with deliverables, owners, dates, and success signals lands inside your portal. We talk it through, you mark it up, you sign it off. Nothing builds before you do.

Outputs: 90-day roadmap PDF, sign-off
WK 3-4

Production starts. First assets land.

The brand voice document, the first wave of content, the first dashboard wires up. Friday-end you see the deliverables tracker move from zero to working. Weekly delivery becomes the rhythm.

Outputs: Brand voice doc, first deliverables
WK 5-8

First measurable signals shipped.

By the end of month two, the first quantitative signal is visible in your dashboard. Pages ranking, leads landing, opens rising, deliverables stacking. We talk weekly, course-correct in writing.

Outputs: Live dashboards, first results read-out
WK 9-12

Compounding kicks in.

Month three is where the work starts paying compounding dividends — the second piece outperforms the first, the second list segment outperforms the first, the second creative cohort beats the baseline.

Outputs: Quarterly read-out, refreshed roadmap
Q2+

Quarterly review + roadmap refresh.

Every 90 days the roadmap is rebuilt against the actual signals. What compounded gets doubled down on. What flatlined gets re-scoped or dropped. Walk-away rights at every cycle — you keep everything either way.

Outputs: Refreshed roadmap, board-ready review pack
Inside your monthly report

AI & Intelligence — what you actually see every month.

Every AI & Intelligence programme ships a real printed (or PDF) monthly report. No vanity dashboards. No metrics you can’t act on. Here’s the structure.

  • Headline metric: the one number that defines this month
  • Top-three movements and what caused them
  • What we’re testing this month and why
  • Next month’s build queue, prioritised and costed
  • The questions for our quarterly review
AI & Intelligence monthly report mockup — Weir Digital Media

Ready to talk Custom AI Model Development?

Thirty-minute discovery call, free, no commitment. We’ll send a tailored band before the call and a written proposal within two business days.

Book a 30-min call →
Specialisations

Niches inside the AI & Intelligence pillar.

Custom AI Model Development is one of these. The full list shows the long-tail specialisations our AI & Intelligence retainer covers — if your niche is not here, ask.

Retrieval-augmented generation (RAG) Vector databases Semantic search LLM evaluation harnesses Prompt engineering Classification models Sentiment analysis Predictive lead scoring Computer vision OCR pipelines Automated drafting workflows Voice synthesis Transcription & summarisation Knowledge-base assistants AI-assisted research Multi-model routing Fine-tuning AI governance
The contrast

Most AI & Intelligence agencies vs. how we run it.

If you have worked with a marketing agency before, you have probably seen the column on the left. Here is what we do instead.

Stop

What most agencies sell

  • "AI strategy" decks with no production system behind them
  • ChatGPT subscriptions handed out without governance or guardrails
  • Models hallucinating into customer-facing channels with no review layer
  • Black-box "AI agencies" that lock you into proprietary tooling
Start

How we run AI & Intelligence

  • Production RAG pipelines wired to your real knowledge base
  • Governance, evaluation, and human-review built in from day one
  • Routed model architecture — best model per task, no vendor lock
  • Every prompt, every output, every cost — visible inside your portal
Tailored playbooks

Twelve free playbooks — one per industry — for AI & Intelligence.

Every industry runs AI & Intelligence a little differently. These playbooks are tuned to the specific audit baselines, deliverables and success signals of each vertical we work with.

PLAYBOOK

AI & Intelligence for Eco / Energy / Heating / Solar

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Eco / Energy / Heating / Solar.

Open the playbook →
PLAYBOOK

AI & Intelligence for Health & Wellbeing

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Health & Wellbeing.

Open the playbook →
PLAYBOOK

AI & Intelligence for Real Estate & Property

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Real Estate & Property.

Open the playbook →
PLAYBOOK

AI & Intelligence for Automotive

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Automotive.

Open the playbook →
PLAYBOOK

AI & Intelligence for Events & Entertainment

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Events & Entertainment.

Open the playbook →
PLAYBOOK

AI & Intelligence for Beauty & Personal Care

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Beauty & Personal Care.

Open the playbook →
PLAYBOOK

AI & Intelligence for Hospitality, Food & Drink

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Hospitality, Food & Drink.

Open the playbook →
PLAYBOOK

AI & Intelligence for Trades & Home Services

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Trades & Home Services.

Open the playbook →
PLAYBOOK

AI & Intelligence for Professional Services & B2B

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Professional Services & B2B.

Open the playbook →
PLAYBOOK

AI & Intelligence for Recruitment & Careers

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Recruitment & Careers.

Open the playbook →
PLAYBOOK

AI & Intelligence for Combat Sports & Fitness

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Combat Sports & Fitness.

Open the playbook →
PLAYBOOK

AI & Intelligence for Personal Brands & Creators

AI & Intelligence tuned to the buyer journey, regulatory backdrop and proof model of Personal Brands & Creators.

Open the playbook →

Browse all 144 playbooks →

Local programmes

AI & Intelligence in twenty locations.

UK South Coast and Costa Blanca — tap a location for the local programme tuned to that buyer market.

Free playbook

The Production-AI Operating Model

How we put RAG, classification and predictive scoring into production with governance, evaluation harnesses, and routed model architecture — without vendor lock.

No spam. One playbook, one follow-up email a week later asking what landed and what didn’t. Unsubscribe in one click.

The cost of waiting

Every quarter without an AI production system is operating leverage a competitor is building.

AI is moving from novelty to operating standard inside 18 months. The teams that built production retrieval, classification and drafting systems in 2025 are running 30 to 60 per cent leaner today than the teams still buying ChatGPT seats.

Book the discovery call →
What stays yours forever

You own everything we build — from day one.

No proprietary lock-in. No "the agency keeps it." Six guarantees that travel with you whether you renew or walk.

01

A written 90-day roadmap

Owners, dates, deliverables, success signals — ready to hand to any successor team.

02

Every asset under your domain

Pages, copy, creative, automations, dashboards — all hosted, owned, and exportable by you.

03

Documented brand voice + design system

The reference your future writers, designers and freelancers actually follow.

04

Tracking + reporting infrastructure

GA4, server-side tags, CRM dashboards, weekly portal reports — transparent, auditable, yours.

05

A quarterly compounding loop

Roadmap refreshed against actual signals every 90 days — no rolling busywork.

06

No proprietary lock-in

Every tool is industry-standard. Walk away at any 90-day boundary with everything intact.

Pricing bands

Three productised bands. Tailored quote within two business days.

Every AI & Intelligence engagement is scoped on day one and quoted in writing. The bands below are where most operators land — we’ll send a tailored band before the discovery call so you know whether we’re in the right room.

Foundation

£1,500–3,000

per month · 90-day cycles

For founder-led service businesses up to ~£1m turnover that need a single pillar running properly.

  • 1 pillar productised, scoped on day one
  • ~6 deliverables per week into your portal
  • Founder time: ~30 min per week
  • Setup: full audit + 90-day roadmap in week one
  • Ownership: every asset under your domain
  • Walk-away rights at every 90-day boundary
Book a Foundation call →
Architect

£6,000+

per month · 90-day cycles

For multi-location operators at £5m+ stacking 5+ pillars across two locales.

  • 5+ pillars stacked, with a dedicated architect
  • ~20+ deliverables per week, multi-locale
  • Founder time: ~2 hrs per week
  • Setup: full strategy programme + ops architecture
  • Bilingual EN/ES across UK + Costa Blanca
  • Board-ready quarterly reporting + custom dashboards
Book an Architect call →

All bands run on rolling 90-day cycles. No lock-in, no auto-renew traps, no proprietary tooling. Quoted in writing within two business days of the discovery call.

Three ways to get this work done

You don’t have to hire us to use our AI & Intelligence system.

Most operators start by reading the playbook, then book a call when they have a specific blocker. A few want a senior pair of hands embedded for a sprint. Pick the entry point that matches the next 90 days — you can move between them at any cycle.

DIY · Self-serve

Read the AI & Intelligence playbook

For founders and in-house teams running ai & intelligence themselves. Free, no email-gate.

From £0

12 free playbooks · templates from £49

The same audit checklist, GA4 spec, deliverable templates and 90-day roadmap we run on retainer. Read, copy, run.

  • Pillar playbook — 50+ pages of real practitioner detail
  • Audit checklist — the 8–10 things we check in week one
  • Industry adaptations — how it plays in your vertical
  • Office hours twice a month for review and questions
Open the playbook →
DWY · Done with you

Coaching & embedded sprints

For teams that have the hands but want a senior ai & intelligence practitioner reviewing the work each week.

From £750 / mo

Coaching · cohort · sprint

Weekly 1:1 or team coaching, a custom-built course for your stack and industry, plus optional embedded sprints when a deadline bites.

  • Weekly 90-minute coaching with a named senior practitioner
  • Custom course built for your team and tools
  • Embedded sprints — we sit in your tools for 1–2 weeks
  • Audit pack with named owners and dated next steps
See coaching plans →
Most chosen
DFY · Done for you

Productised AI & Intelligence retainer

We run the pillar end-to-end on rolling 90-day cycles. Fixed scope, fixed weekly delivery, no traps.

£1,500 – £6,000+ / mo

Foundation · Compound · Architect

The bands above. Server-side tracking from form-fill to closed-won, weekly delivery into your portal, walk-away rights at every cycle.

  • Productised pillar with named owner and dated 90-day roadmap
  • Server-side tracking from form-fill to closed-won
  • Weekly delivery against fixed scope — no surprise invoices
  • You own everything — tools, data, accounts, content
Book a discovery call →
FAQ

Honest answers, before the call.

Six questions we get asked on almost every Custom AI Model Development discovery call. If yours isn’t here, drop it in the contact form and we’ll answer in writing within a working day.

Twelve industries

AI & Intelligence — tuned to your sector

Every productised programme is built off the same twelve-pillar method, but the deliverables, the cadence, and the language flex by industry. Pick yours below to see how AI & Intelligence looks for your sector.

Eco / Energy / Heating / Solar

Solar installers, MCS heat-pump engineers, retrofit specialists, EV-charge installers

Industry hub → Playbook →

Trades & Home Services

Builders, electricians, plumbers, kitchen-and-bath, landscaping, decorators

Industry hub → Playbook →

Health & Wellbeing

Private GPs, physios, dental, aesthetics, mental health, allied health

Industry hub → Playbook →

Beauty & Personal Care

Salons, aestheticians, brow studios, lash technicians, hair-loss specialists

Industry hub → Playbook →

Hospitality, Food & Drink

Restaurants, hotels, wedding venues, distilleries, specialty F&B

Industry hub → Playbook →

Real Estate & Property

Estate agents, lettings, property management, holiday rentals, developers

Industry hub → Playbook →

Automotive

Dealerships, indie workshops, MOT centres, classic-car restorers, paint & body

Industry hub → Playbook →

Events & Entertainment

Venues, agencies, performers, festival operators, AV companies

Industry hub → Playbook →

Combat Sports & Fitness

Boxing gyms, MMA, BJJ, strength & conditioning, PT studios

Industry hub → Playbook →

Professional Services & B2B

Consultancies, accountancies, law firms, B2B SaaS, agencies

Industry hub → Playbook →

Recruitment & Careers

Recruitment agencies, executive search, careers coaching, candidate-led brands

Industry hub → Playbook →

Personal Brands & Creators

Founders, coaches, consultants, creators, advisors

Industry hub → Playbook →

Ready to begin

Start your Custom AI Model Development project.

Thirty-minute discovery call, free, no commitment. We’ll confirm the right pillar (or programme), send a tailored band before the call and a written proposal within two business days.

Operating across the Weir family network — Josh Weir·Mark Weir·Weir Digital Media·CMW Consultants