AI Consulting and Strategy
AI consulting and strategy services
Most organizations know AI can create value. The harder questions are which problems to tackle first, whether to build or buy, how to govern AI responsibly, and how to sequence investments so early wins build momentum rather than technical debt. Dreams Technologies works with CTOs and technology leaders to answer these questions with rigour and honesty, grounded in over a decade of hands-on AI and software delivery experience.
What we do
AI consulting and strategy services we deliver.
From readiness assessments to governance frameworks — advice grounded in what we’ve actually built, not generic templates.
Expert Team & Proven Experience
10+ years in the industry, with 500+ happy clients worldwide.
AI Readiness Assessment
Many AI projects fail not because the technology doesn’t work but because the data infrastructure, team capabilities, or governance frameworks aren’t in place. We assess data maturity, technical infrastructure, team capability, and compliance posture, and give you an honest baseline of what needs addressing before AI investments are likely to succeed.
AI Roadmap & Strategy Development
Roadmaps grounded in your actual data landscape, technical capabilities, and organizational constraints — use cases sequenced to build capability progressively, tied to realistic milestones. A working document your team can execute against, not a deck that sits in a drawer.
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Build vs Buy vs Partner Decisions
For every AI capability your organization needs there’s a spectrum of options from fully custom builds to off-the-shelf products to specialist partners. We evaluate options on their merits and tell you honestly when buying or partnering is the better choice, even when building would be more convenient for us.
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AI Governance & Ethics Frameworks
We help technology leaders design frameworks that define accountability across the AI lifecycle, establish standards for model documentation, bias assessment, and fairness evaluation, and align with the EU AI Act, GDPR, HIPAA, and sector-specific requirements.
ROI Modelling & Business Case Development
Rigorous, credible business cases that quantify expected benefits, model the full investment required, assess key assumptions and sensitivities, and present in a format your board or executive team needs to make an informed decision.
Our approach
Advice grounded in what we’ve actually built
Our consulting is grounded in over a decade of hands-on AI and software delivery — predictive models, RAG systems, custom LLMs, and AI integrated into enterprise platforms across healthcare, retail, finance, and services. We aren’t affiliated with any AI platform vendor or cloud provider in a way that would bias our recommendations, and we tell clients when their data isn’t ready, when an exciting use case is lower value than it appears, or when buying is a better answer than building — even when that’s an uncomfortable answer.
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Governance
Governance frameworks built for scrutiny, not just checklists
We help you design accountability structures across the AI lifecycle, model documentation standards, and bias and fairness evaluation processes that align with the EU AI Act, GDPR, HIPAA, and sector-specific requirements. We also support vendor and technology selection — defining evaluation criteria, conducting technical due diligence, and assessing total cost of ownership — and we take no referral fees from any AI vendor, so the recommendation is based entirely on your requirements.
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Our process
From scoping to a roadmap your team can execute
We start with scoping and alignment (1–2 weeks) to agree the questions you need answered, then run structured discovery workshops and targeted interviews (2–4 weeks) before pressure-testing conclusions and drafting recommendations with your leadership (1–2 weeks). A final week covers delivery, presentation, and a structured handover. Our roadmaps are sequenced around what’s actually buildable given your current capabilities — and where consulting leads into delivery, the same team stays involved, whether that’s our AI software development practice or machine learning development team, alongside the wider AI and machine learning practice.
Book a discovery callFrameworks and tools we use
- AI Readiness Assessment
- Use Case Prioritisation
- Build vs Buy Analysis
- AI Governance & Ethics Frameworks
- EU AI Act Compliance Review
- Vendor Due Diligence
- ROI & Business Case Modelling
- MLOps Maturity Evaluation
Related services
Part of our AI development services.
One of 13 specialized practices under our AI & ML hub — explore the ones most relevant to what you’re building.
FAQ
Frequently asked questions
What we hear most often about AI consulting engagements — independence, timelines, and what you walk away with.
How is your AI consulting different from a large consulting firm?
Large consulting firms bring broad frameworks and extensive resources. We bring over a decade of hands-on experience building and deploying AI systems in production. Our advice is grounded in what works when the rubber meets the road, and the senior people who scope the engagement are the same people doing the work.
Do you only consult on AI systems you would build yourselves?
No. Our consulting engagements are independent of our delivery work. We assess the full range of options and recommend whatever is genuinely the best fit. We disclose openly when a recommendation would lead to work for Dreams Technologies so you can weigh our advice accordingly.
How long does a typical consulting engagement take?
A focused readiness assessment or use case prioritisation exercise typically takes 4 to 6 weeks. A full AI strategy and roadmap engagement typically takes 6 to 10 weeks. We scope every engagement individually and give you a precise timeline before work begins.
What do we get at the end of a consulting engagement?
Specific, actionable outputs defined during scoping. These include assessment reports, prioritised roadmaps, governance frameworks with documented processes and templates, vendor evaluation reports, and financial models for business case development.
Can consulting lead into a development engagement with Dreams Technologies?
Yes, and this is a natural progression for many clients. When clients choose to engage us for delivery, the transition is smooth because the consulting team is already familiar with your context and requirements. There is no obligation and we will tell you honestly if another partner would be a better fit.
Do you offer ongoing advisory support after the initial engagement?
Yes. We offer advisory retainers that give technology leaders ongoing access to strategic input as their AI program evolves, including support for emerging decisions, review of technical proposals, governance oversight, and regular strategic check-ins.
Ready to build an AI strategy grounded in what actually works?
Whether you need a readiness assessment, a roadmap, or a governance framework, we’ll scope the engagement honestly and tell you what the work actually involves. No obligation.