From AI experiments to AI operations.
Fractional AI engineering that builds what works — and makes it stick.
Agentic AI workflows. AI-powered apps. We embed alongside your team to prototype fast, integrate properly, and drive adoption that delivers real results.
How it works
From discovery to adoption — we embed alongside your team to make AI work.
Discover
We identify where AI will create the most value in your current workflows
Prototype
Working agents or apps in days, tested with real documents and users
Integrate
Embedded into your systems with proper controls, access boundaries, and ownership
Adopt
Training, change management, and clear communication — so it becomes how the team works, not another tool gathering dust
First working prototype in 2 weeks. Start small, prove ROI, then scale.
Fractional AI implementation support
Two ways we help you get unstuck
You've started experimenting. Now you need hands-on help to turn those experiments into something real.
Agentic automation
Forget simple if-then workflows. We stitch your systems together with AI agents that reason, adapt, and act. By embedding LLMs into your processes, you get real intelligence — not just automation, but orchestration that learns.
Examples: Email triage, document processing, approvals routing, multi-system orchestration.
Rapid prototyping & productionisation
We coach your team on vibe coding — using AI tools to build working prototypes fast. Then we take what you've built and turn it into enterprise-grade applications for your back office and operations.
Examples: Internal tools, ops dashboards, knowledge retrieval systems, workflow apps.
Just get started.
Most AI projects stall in planning. Ours don't. We move fast, stay flexible, and carry the risk — so you can see results before making big commitments.
Start this week
No lengthy scoping. No procurement cycles. We can begin with a single focused session.
Zero lock-in
No retainers. No minimum terms. Scale up when you need momentum, pause when you don't.
Your pace, your terms
Engage by the hour, day, or project. We flex around your team — not the other way around.
Started your AI journey but got stuck?
You're not alone. We often see early enthusiasm stall for these reasons — and we're here to help you move forward.
Scattered experiments
Your team's already using ChatGPT, Copilot, maybe a custom prompt or two. But the wins are isolated — locked in someone's browser or buried in a Teams thread.
No clear path forward
You know AI can do more than answer questions. But turning today's experiments into tomorrow's workflows? That's where things get stuck.
Scaling feels risky
Moving from personal productivity hacks to team-wide tools raises real questions — about security, reliability, and whether anyone will actually use them.
You're leaving 10 hours a week on the table.
Automate the grind
Filing, chasing, reporting — handled.
Second brain
Your deals and docs, instantly searchable.
Fully connected
Your systems, your data, working together.
Stop prompting. Start operating.
Use cases we help to implement
Email-to-Deal Room
Inbound emails automatically classified, extracted, and filed
In practice: Deployed for a mid-market PE fund — reduced inbox-to-CRM filing time by 85%.
Document Triage
New documents read, key data extracted, gaps flagged
In practice: Built for a credit fund — processes 200+ documents per week with 95% extraction accuracy.
Meeting-to-Actions
Transcripts turned into action items with owners and deadlines
In practice: Running daily for a deal team of 12 — actions now tracked and followed up automatically.
Pipeline Screening
New opportunities scored against your investment criteria
In practice: Screens 50+ inbound opportunities per month against custom investment criteria.
Reporting Automation
Data pulled, packs assembled, ready for review
In practice: Monthly board pack assembly reduced from 2 days to 2 hours.
Knowledge Retrieval
Past deals and documents searchable by question, not filename
In practice: 10 years of deal documents now searchable by question in seconds.
These aren't demos. They're workflows teams rely on daily.
Who delivers this
Our engineers and consultants have built AI systems at scale — not just prototypes. Here's the kind of experience you get access to.
Senior AI Engineer
- 8+ years in data engineering and ML ops
- Former lead engineer at a FTSE 100 retailer
- Built production ML systems processing 50M+ transactions daily
Azure, Databricks, Python
AI Solutions Architect
- 12+ years in enterprise software and consulting
- Former Big 4 senior manager, led AI implementations for PE portfolio companies
- Specialises in Microsoft 365 integration and governance
Power Platform, Azure OpenAI, Copilot Studio
Delivery Lead
- 10+ years in PE-backed operational transformation
- Led analytics programmes across 15+ portfolio companies
- Focus on adoption, change management, and measurable ROI
Certified Scrum Master, Six Sigma Black Belt
Enterprise-Grade Security by Design
We don't just build AI; we build a Sovereign AI Stack inside your existing Microsoft Tenant. Your data never leaves your control.
Built for security-conscious Private Equity and Banking firms
Why teams work with us
QuantSpark has more than a decade working with Private Equity and PE-backed businesses to drive value creation through analytics and AI. We know our stuff.
Consultants who build — strategy and engineering under one roof
Battle-tested in PE, banking, and operational environments
Microsoft 365 native — we work where your team works
Adoption built in — not bolted on
Skip the hiring. Skip the big project. Just start.
Embedded support that scales with you. Low risk, high impact — we partner with your team to make AI work, without the overhead.
Zephyr
Advisory
Like a fractional AI NED — a sounding board for strategy, backed by QuantSpark CEO Adam Hadley.
- Monthly AI clinics and office hours
- Guidance on safe and effective use
- Light prototype support
- Access to templates and playbooks
What happens on a discovery call
We've done this enough times that 30 minutes is usually all we need to give you a clear roadmap.
We listen
Tell us what you're experimenting with, what's working, and where you're stuck. We'll ask questions to understand your workflows and team.
We identify opportunities
Based on what you share, we'll pinpoint 1-2 high-value candidates — whether that's an agentic workflow or a custom app.
We outline a path
You'll leave with a clear view of what's possible, what it would take, and whether it makes sense to prototype together.
Frequently asked questions
Let's talk about what you're building
Tell us what you're experimenting with. We'll show you the fastest path to something your whole team uses.