AI operations sprint

AI that actually
works for
your business.

Most businesses know AI matters — few know where it fits or where to start. Groundwork cuts through the noise: quickly identify the practical opportunities, get a proof of concept in your hands fast, and build and launch fully functional solutions. Fixed price. No guesswork.

4–6Weeks to production
1Senior operator, end to end
FixedPrice, no surprises
Sound familiar?
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"We know AI is important — we just don't know where to start"

The opportunity feels real but the path isn't clear. That's where Groundwork begins.

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Your best people doing work machines should handle

Repetitive tasks, data re-entry, status chasing — keeping smart people from what actually matters.

Operations still running on spreadsheets and workarounds

Manual steps and tribal knowledge that scales badly and walks out with every resignation.

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Customer experience that lags behind expectations

Slow responses, inconsistent quality, touchpoints that frustrate rather than impress.

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Decisions made without reliable data

No single source of truth — so leaders are guessing when they should be deciding with confidence.

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Unsure where we can get the best bang for our buck

Our scan highlights where the best opportunities lie with clarity around ROI so you can manage budgets with confidence.

4–6 wksFrom kickoff to live in production
1 personScan, shape, build & ship
Fixed priceAligned outcomes upfront, no surprises
POC firstIn your hands early

AI isn't coming.
It's here.

Businesses of all shapes and sizes across all industries are finding that the right AI — applied to the right problems — fundamentally changes what their teams can achieve. Not to replace people, but to free them to focus on the work that matters most.

Operational efficiency that compounds

Automate the repetitive, the manual, the tedious. Reclaim team hours each week, compounding into weeks of extra productive capacity each year. Equates to faster ROI.

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Your best people doing their best work

When AI handles the low-value grind, your key players focus on judgement, relationships, and the high-value work that drives your business forward. Real competitive edge.

Consistent quality day to day

Consistent output, reduced human error and a higher standard across the board. Without burning out the people responsible for driving your business forward. Improved retention.

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Create experiences users talk about

Faster responses, personalisation at scale, with fewer items falling through the cracks. The kind of experience that turns customers into long-term brand advocates.

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Decisions backed by real data

Replace gut feel and guesswork with reliable, real-time insight. Better information means better decisions — made faster and with confidence.

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Gain that competitive advantage

Businesses that act now build a widening edge or close the gap if currently behind. Key processes improved, valuable hours saved. The gap between them and those still waiting grows.

✦ Start here

Opportunity
Scan.

Not sure where AI fits for your business? Our Opportunity scan is a focused, standalone engagement. We come in, assess your operations, and surface the highest-value AI and automation opportunities — with clear thinking on scope, effort, and the ROI case for each.

You leave with a prioritised map of what's possible and what it's worth — giving you the confidence to make an informed decision about which opportunities to pursue first. No obligation to go further. But most do, because the path forward and ROI is now clear.

Book an Opportunity scan →
Operational deep-diveWe embed with your team to understand how work actually gets done — where time is lost, where quality varies, where the manual steps hide.
Opportunity identification & prioritisationEvery viable AI and automation opportunity surfaced, scored by value, feasibility, and speed to benefit.
Shape and size thinkingScope, effort and investment clarity for each opportunity — enough to make informed decisions without committing to a build.
ROI case for each opportunityClear thinking on the return — time saved, quality gained, cost avoided — so the investment decision is easy and informed.
Prioritised opportunity reportA clear, practical document your team can act on immediately.
Why ROI clarity from day one is important
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Confident investment decisions

When you can see what an opportunity is worth, the decision to act becomes straightforward.

Fast payback on the right wins

The best AI opportunities often pay for themselves within weeks of go-live. Knowing which those are is half the battle.

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Your time is valuable

No effort wasted on the wrong items. Prioritisation means your first build has the highest return — not just the loudest voice in the room.

Four stages.
One lean sprint.

Once an opportunity is identified — through an Opportunity scan or a conversation — the sprint can move fast. All the rigour you'd expect, none of the waterfall overhead. Everything flows together continuously. A proof of concept lands in your hands early, allowing real-world feedback through design, build and launch.

01
Scan
Week 1–2

Embed with your team, map the operation, and surface the highest-value opportunities. Prioritised by impact, feasibility, and speed to ROI. If you've already done an Opportunity scan, this stage is complete.

Opportunity assessment
02
Shape
Week 2

Select the highest-value opportunity and define the solution — what it does, how it works, what it connects to. Your team involved throughout so what gets built fits how you actually work.

Solution blueprint
03
Build
Week 3–4

A working proof of concept built rapidly and put directly in your hands — in your environment, with your data, tested by your real users. Feedback gathered and iterated. No smoke and mirror demos. Real conditions.

POC in your hands
04
Launch
Week 5–6

POC becomes production-grade solution. Deployed, integrated, team trained, handover complete. Live from day one — owned and operated by your team, not dependent on a consultant.

Live in production

This isn't a waterfall. The stages flow into each other within a single continuous sprint — no gates, no approval ceremonies, no waiting. Shape informs Build as Build is starting. The POC informs Launch as the final solution takes shape. Fast, iterative, and designed to get real value in your hands as quickly as possible. The above is an indication of a typical solution engagement.

Tangible outcomes.
Not recommendations.

Every Groundwork sprint delivers working software, documented findings, and a team equipped to use and build on what's been created.

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Opportunity assessment

A clear map of where your operations are losing time, money, and quality — every opportunity scored by value, feasibility, and ROI.

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Proof of concept — in your hands

Before the full build, a working POC tested in your real environment with your real users. You see it working before finalising build, ensuring launch readiness.

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Working software in production

Not a slide deck. Not a sandbox prototype. A real, deployed tool your team uses from day one — built to last.

Efficiency gains that stick

Processes redesigned and automated in ways your team can maintain and extend — not fragile black boxes that fall over without a consultant.

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Better use of your team's time

Key players freed from the tedious and repetitive — back on the high-value, high-judgment work that actually moves the business forward.

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A roadmap for what's next

The Scan surfaces more than one sprint can build. You leave with a prioritised pipeline of opportunities — ready to pursue when you choose.

One partner.
End to end.

Most engagements fail because knowledge gets lost between the people who assess, design, build, and deploy. Groundwork doesn't have that problem.

Typical engagement
Groundwork sprint
Months of discovery before anything gets built
POC in your hands within weeks
Strategy delivered, execution left to you
Built and deployed end to end
Knowledge lost across multiple teams
One partner, full context throughout
Expensive unknowns and scope creep
Fixed price, agreed outcomes
Prototype tested in a lab, not real life
POC tested in your environment with real users
Dependent on consultant to maintain
Your team owns it from day one

Choose where
to start.

Start with a standalone Opportunity scan, or go straight into an Opportunity sprint. Three options depending on where you are and what you need.

Entry point
Opportunity scan
A standalone diagnostic. Surface and prioritise the AI opportunities in your business — with ROI thinking attached to each. No obligation to go further.
1–2 weeks
  • Operational assessment and opportunity mapping
  • Opportunities scored by value and feasibility
  • Shape and size thinking per opportunity
  • ROI case for each identified opportunity
  • Prioritised opportunity report
Book a Scan →
Ongoing program
Groundwork scale
For organisations with multiple priorities. A rolling program working through your opportunity pipeline with ongoing strategic advisory.
Ongoing sprint cadence
  • Enterprise-wide opportunity assessment
  • Quarterly sprint planning and prioritisation
  • Multiple solutions built across business units
  • Dedicated strategic advisory
  • Ongoing support, iteration and improvement
Let's talk scope →

Ready to lay the
Groundwork?

Start with a conversation or go straight to an Opportunity scan. Either way, you'll quickly know what's possible — and what it's worth.

Start the conversation → Usually responds same day