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Planning a Corporate Hackathon? 30 Strategic Themes for the AI Era

A corporate hackathon is a serious investment, and its theme decides what it returns. These 30 themes frame strategic problems in every corporate function, from HR and finance to sales and operations, each written as a brief ready for your teams. Now that AI lets anyone build a working prototype, they are designed to bring in the people closest to each problem, not just developers.

30 corporate hackathon themes: a network of connected points shaped like a brain, above a city skyline seen through an office window

Organising a hackathon?

These 30 themes are challenges to set for your teams, three for each corporate function. Choose one with the seven questions for choosing a theme, then turn it into your event brief with the Hackathon Brief Template.

Competing in a hackathon?

I've judged dozens of hackathons, and the winners are rarely the teams with the cleverest code. They read the theme better, build only what proves their idea, and start their pitch from hour one. How to Win a Hackathon shows you how. Browse the themes below and pick one to brainstorm ideas in Ainna, our AI innovation platform.

Explore hackathon themes by corporate function: Strategy · HR · Finance · Legal · Operations · Sales · Marketing · Service · Product · Technology

A good hackathon theme starts with a real problem - something your organisation or customers actually struggle with - and invites teams to explore solution paths.

In my experience organising and participating in hackathons at Microsoft, Accenture, and various startups - and as I discuss extensively in The Innovation Mode - the best themes share three characteristics: they're grounded in genuine pain points, they're specific enough to focus creativity, and they're open enough to allow for, what I call, the element of surprise - unexpected solutions.

But there's a fourth element that separates good hackathons from transformative ones: inclusivity.

For too long, hackathons have been stereotyped as events for developers and technical teams. This is a misconception worth correcting. The most valuable innovation insights often come from diverse teams that include people closest to the problem - customer service representatives who hear complaints daily, operations managers who see process breakdowns firsthand, salespeople who understand why deals are lost. In many cases, these domain experts have been excluded or discouraged from joining hackathons because they felt ‘not sufficiently technical’ to frame and prototype their ideas.

AI has shattered this barrier.

Today, anyone can prototype. A finance analyst can use AI coding assistants to build a working demo of their automation idea. A marketing manager can create a functional customer journey tool without writing code. A health professional can prototype a patient communication system. The technical bottleneck that kept non-developers out of hackathons is gone. This means your hackathon themes should be designed to attract diverse participants - not just engineers.

The hackathon theme ideas below are framed around business problems, not technical solutions, precisely because the best innovations emerge when visionaries meet domain, business and technical experts. When you run your next hackathon, actively recruit from operations, finance, HR, customer service, and sales: send the right message, give them the right AI tools and measure what happens - both in terms of opportunities produced and team/collaboration outcomes.

These themes are organised by corporate function, because that is how most corporate hackathons are set up: one function sponsors the event, or a company-wide event runs a track for each. Each is tagged with its innovation type - process, product or business model - because different hackathon types serve different strategic objectives. Each is written as a brief: the challenge and why it matters now, who is affected, what to prepare, where to focus, how to pitch it, the success criteria and what to watch for. Adapt them to your industry and context.

A great hackathon theme doesn't prescribe solutions or technologies - it frames a problem worth solving and encourages diverse teams to surprise you.


Hackathon Ideas for Strategy and Leadership

Strategic themes need the people who own the outcome. Invite strategy, finance, product and sales leaders, and a few people from the front line who see customers every day.

Business model innovation

1. The AI-Native Competitor

How might an AI-native entrant win our most profitable customers, and how might we disrupt ourselves before it does?

New entrants run with a fraction of our people and cost, and incumbents tend to see them too late.

Read the briefHide the brief
Who is affected
Our most profitable customers, and the business units whose margins a newcomer would target first.
Preparation
Our five most profitable customer segments, what they pay us for, and two or three AI-first entrants to study.
Where to focus
The competitor's offer and economics, the customers most exposed to it, and the response we would launch first.
How to pitch it
Pitch as the competitor to one of our customers, then present our answer.
Success criteria
A threat leadership recognises as real, a response customers rate, and an owner willing to test it.

Watch for A comfortable competitor. If the attack worries nobody, it isn't sharp enough.

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Business model innovation

2. New Business From What We Already Know

How might we turn our proprietary data, expertise and customer relationships into a new revenue stream?

AI makes expertise packageable at a cost that was impossible a few years ago.

Read the briefHide the brief
Who is affected
Customers who would value what we know, and the experts whose knowledge never leaves the company.
Preparation
The data and expertise we hold, what contracts and privacy rules allow, and five customers willing to react to an offer.
Where to focus
A benchmark service for customers, an expert advisor product, or an insight service for partners.
How to pitch it
Show the product as a customer would use it, with what customers said they would pay.
Success criteria
Customers who would pay, a legal route to offer it, and a business owner ready to run a pilot.

Watch for Selling what we have no right to share. Check contracts and privacy before the build.

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Process innovation

3. Big Decisions, Tested Before We Commit

How might we stress-test our biggest strategic decisions against plausible futures before we commit capital?

Planning cycles run slower than markets, and AI can simulate the options in hours.

Read the briefHide the brief
Who is affected
The executives who make the calls, and everyone who lives with the results.
Preparation
One recurring strategic decision, such as an investment, a market entry or a pricing move, with its past cases and outcomes, and the people who decide it.
Where to focus
A scenario simulator for that decision, an AI red team that challenges every investment case, or a radar for early market signals.
How to pitch it
Replay a past decision with the tool and show what it would have flagged.
Success criteria
Decision-makers who would use it next quarter, and a past decision it would have improved.

Watch for False precision. The value is in better questions, not a single number.

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Hackathon Ideas for HR and Talent

Invite recruiters, HR business partners, hiring managers and people who joined in the past year. Clear any data about people with data protection before the event, and use anonymised or synthetic records.

Process innovation

4. Hiring for Potential, Not CVs

How might we assess candidates on demonstrated ability rather than CVs, and reach the high-potential talent our process screens out?

AI-polished applications all look alike, and CV filters miss people from non-traditional backgrounds.

Read the briefHide the brief
Who is affected
Hiring managers short of the right people, recruiters buried in AI-polished applications, and capable candidates without the usual CV.
Preparation
Two hard-to-fill roles, what the best people in them actually do, and five recent hires willing to say how they were found.
Where to focus
Work samples in place of CV screens, matching on the skills that predict success, or the right people already inside the company.
How to pitch it
Take one real candidate through the new process, and show what the old one would have missed.
Success criteria
Hiring managers who would use it for their next role, a fairer shortlist on a bias check agreed with HR, and a shorter time to hire.

Watch for The law. The EU AI Act treats AI in recruitment as high-risk. Bring in legal and data protection before the event, and keep a person on every decision.

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Process innovation

5. One Role, Redesigned for the AI Era

How might we redesign a critical role so that AI raises the productivity, impact and career prospects of the people in it?

AI changes tasks before it changes jobs, and the companies that redesign roles deliberately keep their best people.

Read the briefHide the brief
Who is affected
The people in the role, their managers, and the customers or colleagues they serve.
Preparation
One critical role, a week of its task logs, and three people in the role to join the teams.
Where to focus
The role's tasks mapped with the people in it, what AI should take on, and the redesigned role and its career path.
How to pitch it
Show a day in the role before and after, told by someone who does the job.
Success criteria
Hours moved to higher-value work, people in the role who want the new version, and a manager ready to pilot it.

Watch for Redesigning the role without the people in it. They know where the value is.

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Product innovation

6. Reskilling at the Speed of AI

How might we help every employee learn the AI tools, skills and ways of working their role now needs, as fast as AI changes it?

Skills now age in months, and annual training plans cannot keep up.

Read the briefHide the brief
Who is affected
Employees whose jobs are changing, managers who need new skills in their teams, and learning teams working to annual plans.
Preparation
The skills the company will need in two years, the current training catalogue, and ten employees willing to test.
Where to focus
Learning built into daily work, peer-led AI champions, or a marketplace that matches people to projects where they learn.
How to pitch it
Show one employee learning a new skill in a week, and what they can now do.
Success criteria
Skills applied at work within a month, employees who would choose it, and a learning owner ready to scale it.

Watch for Another course catalogue. People learn by doing the work, not by finishing modules.

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Hackathon Ideas for Finance

Invite controllers, financial planning, someone from treasury and budget holders from the business.

Process innovation

7. Finance That Steers, Not Reports

How might finance move from explaining last quarter to shaping the decisions that will define the next?

Closing and reporting take most of finance's time, and AI can take on the routine.

Read the briefHide the brief
Who is affected
Business leaders deciding without a forward view, and finance teams busy closing the books.
Preparation
Two years of monthly results and forecasts, the questions budget holders ask, and two leaders willing to test.
Where to focus
A continuous forecast leaders use every week, a "what if" assistant for budget holders, or closing the books in a day.
How to pitch it
Answer a leader's real question about next quarter, live.
Success criteria
Forecast accuracy on past data, leaders who would use it every week, and a finance owner for it.

Watch for A forecast nobody trusts. Show the drivers behind every number.

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Business model innovation

8. Pricing for the Value We Create

How might price optimisation align what each customer pays with the value we deliver, and lift margin without losing trust?

AI lets buyers compare everything, and lets sellers measure the value each customer gets.

Read the briefHide the brief
Who is affected
Customers who feel they pay for what they don't use, and sales teams negotiating exceptions.
Preparation
A year of usage and revenue by customer, the discounts sales agreed, and five customers willing to react.
Where to focus
Outcome-based pricing for one product, usage tiers, or a pilot price tested with real customers.
How to pitch it
Show what five real customers would pay under the new model, and how they reacted.
Success criteria
Revenue against today's model, customers' reactions, and finance and sales agreeing to a trial.

Watch for A model too complex to explain. If sales can't say it in a sentence, customers won't buy it.

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Process innovation

9. Stopping the Projects That Don't Pay Back

How might we identify early the initiatives that won't deliver a return, and reallocate their budgets to stronger bets?

Every portfolio carries projects nobody will stop, and AI can read the evidence across all of them.

Read the briefHide the brief
Who is affected
Leaders funding the portfolio, teams stuck on projects going nowhere, and the ideas waiting for budget.
Preparation
The current portfolio with budgets, milestones and status reports, and the people who approve funding.
Where to focus
A portfolio view that links spend to outcomes, stop criteria agreed up front, or a monthly decision forum.
How to pitch it
Run the real portfolio through it and show the three projects it would question first.
Success criteria
Decisions leadership would take on its evidence, and money freed for better ideas.

Watch for Blame. Stopping a project early should count as a good decision, not a failure.

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Invite in-house lawyers, compliance and risk officers, and the colleagues who wait for them.

Process innovation

10. Contracts as a Competitive Advantage

How might we make contracting so fast and transparent that ease of doing business becomes a reason customers choose us?

Deals stall in legal for weeks, while AI drafts and reviews in minutes.

Read the briefHide the brief
Who is affected
Customers waiting to sign, sales teams whose deals stall, and lawyers buried in routine contracts.
Preparation
The contract playbook, recent deals with how long each took to sign, and two customers willing to test.
Where to focus
Self-service contracts within the playbook, terms customers can actually read, or negotiation closed in a day.
How to pitch it
Take a real deal from request to signature, live.
Success criteria
Days to signature, lawyers who sign off the output, and a sales leader keen to use it.

Watch for Speed without control. Keep a lawyer on everything outside the playbook.

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Process innovation

11. Compliance Built Into the Work

How might we build compliance into everyday workflows, so that it is assured as the work is done rather than audited afterwards?

New rules on AI, sustainability reporting and data protection arrive faster than compliance teams can grow.

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Who is affected
Teams slowed by checks after the fact, compliance staff chasing evidence, and the business exposed in between.
Preparation
One regulation that matters to us, the controls it requires, and the process where those controls are checked today.
Where to focus
Rules turned into checks inside the tools people use, regulatory change mapped to owners, or evidence collected as the work happens.
How to pitch it
Take one control from a manual check to a built-in one, and show the evidence it produces.
Success criteria
Controls an auditor would accept, time saved, and a compliance owner ready to pilot it.

Watch for Automation the regulator won't accept. Bring compliance in before the build.

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Process innovation

12. Responsible AI That Speeds Us Up

How might AI governance give teams the clarity and confidence to adopt AI faster, while keeping risk in check?

Every function wants AI, and unclear rules either block it or let risk through.

Read the briefHide the brief
Who is affected
Teams waiting for approval to use AI, and the legal, risk and security teams asked to approve it.
Preparation
The AI uses teams have asked for, the current policy, and the EU AI Act categories that apply.
Where to focus
A self-service AI risk check, a catalogue of approved tools, or a register of AI uses ready for the AI Act.
How to pitch it
Take three real requests through the new route, with the decision and the time each took.
Success criteria
Approvals in days rather than months, risks caught, and legal and security agreeing to run it.

Watch for A policy nobody reads. The route must be faster than going around it.

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Hackathon Ideas for Operations and Supply Chain

Invite operations and site managers, planners, maintenance engineers, buyers and two suppliers.

Process innovation

13. Seeing the Next Disruption First

How might we detect supply chain disruptions weeks before they reach us, and act ahead of our competitors?

Shocks are now routine, and AI can read the signals across suppliers, news and logistics.

Read the briefHide the brief
Who is affected
Planners and buyers fighting shortages, and the customers waiting for late orders.
Preparation
Our critical suppliers and parts, the last three disruptions and how long we took to react, and two suppliers willing to share data.
Where to focus
A supplier risk radar, response playbooks that start automatically, or alternative sources lined up in days.
How to pitch it
Replay a past disruption and show when the team would have known, and what it would have done.
Success criteria
Weeks of warning on past events, few false alarms, and a supply chain owner for the alerts.

Watch for Alerts nobody acts on. Decide who responds, and how, before the build.

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Process innovation

14. Zero Unplanned Downtime

How might we predict failures in our plants, fleets or critical systems early enough to eliminate unplanned downtime?

Predictive maintenance has been promised for years, and AI with cheap sensors finally makes it practical.

Read the briefHide the brief
Who is affected
Production and service teams hit by breakdowns, maintenance engineers on call, and the customers who wait.
Preparation
A year of maintenance logs and failures for one type of equipment, the sensor data already collected, and two engineers.
Where to focus
Early warnings from data we already collect, an AI co-worker for technicians, or spare parts that arrive before the failure.
How to pitch it
Replay a past breakdown and show when the warning would have come.
Success criteria
Failures predicted on past data, false alarms engineers accept, and a plant manager ready for a trial on one line.

Watch for A model trained on a handful of failures. Check what it misses, not only what it finds.

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Process innovation

15. Cutting Carbon and Cost Together

How might we cut emissions and operating costs together at one site or route, and build the case to scale it?

Reporting duties and energy prices are both rising, and AI finds savings people miss.

Read the briefHide the brief
Who is affected
Site and logistics managers under cost pressure, sustainability teams reporting emissions, and customers asking for both.
Preparation
A year of energy, fuel and production data for one site or route, and the sustainability team's figures.
Where to focus
Energy use at one site, route and load planning, or comparing suppliers' footprints.
How to pitch it
Show the savings in money and in carbon for one site or route, with the changes behind them.
Success criteria
Savings the sustainability and finance teams both accept, and a site manager ready to try it.

Watch for Numbers you can't defend. Overstated claims are worse than none.

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Hackathon Ideas for Sales

Invite account managers, the bid team, sales operations, a sales leader and two customers.

Business model innovation

16. Selling When Buyers Ask AI First

How might we stay on the shortlist when buyers rely on AI assistants to research, compare and purchase?

Buyers increasingly start with an AI assistant, and the first shortlist may be made by a machine.

Read the briefHide the brief
Who is affected
Sales and marketing teams whose first contact with a buyer may now be the buyer's AI, and customers who want faster answers.
Preparation
What AI assistants say about us and our competitors today, and three customers willing to describe how they research now.
Where to focus
Being found and recommended by AI assistants, offers an AI agent can compare and order, or the salesperson's role after the shortlist.
How to pitch it
Ask an AI assistant to choose a supplier in our category, live, before and after.
Success criteria
Where we appear in AI answers, a buying journey customers say they would use, and a sales leader ready to pilot it.

Watch for Tricks that game one assistant this month. Build on what buyers and their agents actually need.

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Process innovation

17. Every Seller as Good as Our Best

How might we give every salesperson the preparation, insight and judgement of our top performers?

AI can learn from what the best do and coach everyone else.

Read the briefHide the brief
Who is affected
Newer salespeople learning by trial and error, sales managers with little time to coach, and the customers they meet.
Preparation
What top performers do differently, in their own words and from the deals they won, and five salespeople to test with.
Where to focus
Meeting preparation in minutes, coaching on live deals, or a playbook learned from the deals we won.
How to pitch it
Prepare a real customer meeting both ways and let a sales leader judge the difference.
Success criteria
Salespeople who use it every week, and a sales leader willing to roll it out.

Watch for Surveillance. Use it to coach people, not to score them.

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Business model innovation

18. The Customers We Keep Losing

How might we use the evidence in our lost deals to win the customer segment we consistently lose to competitors?

Lost deals hold the most honest feedback we get, and AI can finally read all of it.

Read the briefHide the brief
Who is affected
Salespeople losing the same kind of deal, and the product and marketing teams who never hear why.
Preparation
Two quarters of lost deals with their notes and emails, and salespeople willing to be interviewed.
Where to focus
The real reasons behind the losses, a new offer for the segment we lose, or a win-back test.
How to pitch it
Show the losses grouped by reason, and the change that would win back the biggest group.
Success criteria
Reasons sales and product agree with, a change an owner commits to, and a way to keep learning from losses.

Watch for Blaming price. Ask what the buyer valued more than the difference in price.

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Hackathon Ideas for Marketing

Invite marketing, brand, product, a salesperson and legal.

Process innovation

19. A Market of One

How might we personalise every customer interaction, at a cost that does not grow with the number of customers?

AI makes one-to-one content affordable, and customers ignore what isn't about them.

Read the briefHide the brief
Who is affected
Customers flooded with messages that don't apply to them, and marketers writing every version by hand.
Preparation
The main customer groups and what each needs, the brand rules, and customer data cleared with data protection.
Where to focus
Journeys that adapt to each customer, content written for each customer's context, or creative tested before launch.
How to pitch it
Show the same campaign for three different customers, and what each said.
Success criteria
Response against today's campaign in a test, brand approval, and an owner ready to run it.

Watch for Personalisation that feels intrusive. Use only what customers expect you to know.

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Product innovation

20. Hearing the Market Before Competitors Do

How might we anticipate shifts in customer demand before our competitors see them?

Reviews, forums, calls and searches hold the signals, and AI can read all of them every day.

Read the briefHide the brief
Who is affected
Product and marketing teams deciding on last year's research, and customers whose needs go unheard.
Preparation
Six months of reviews, survey comments, sales notes and support conversations, cleared for use.
Where to focus
An insight radar, concepts tested with real customers in a day, or a weekly brief for product and sales.
How to pitch it
Present one emerging need the team found, with the evidence and a concept to meet it.
Success criteria
Insights product and sales would act on, and a concept customers want.

Watch for Trends without evidence. Every insight should link to what customers actually said.

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Business model innovation

21. From Idea to Market Test in Two Weeks

How might we validate a new offer, segment or market in two weeks rather than six months, before committing a launch budget?

AI compresses research, content and testing, so a market test now costs a fraction of a launch.

Read the briefHide the brief
Who is affected
Teams with ideas waiting for budget, and leaders deciding on launches without evidence.
Preparation
One new offer, segment or market leadership is considering, a small test budget, and what a full launch would require.
Where to focus
A launch kit for tests, a landing page and offer for the new market, or a pilot with paying customers.
How to pitch it
Show the test running, with the first real responses.
Success criteria
Real responses from the market, the cost of the test against a launch, and a decision leadership can take on it.

Watch for A full launch plan. A small live test tells you more.

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Hackathon Ideas for Customer Service

Invite agents, team leads, the owners of the top contact reasons, and customers.

Process innovation

22. Fixing Problems Before Customers Notice

How might we detect and resolve problems before customers ever need to contact us?

AI can spot the signs of trouble in orders, usage and payments.

Read the briefHide the brief
Who is affected
Customers who discover problems themselves, and agents handling contacts that should never have happened.
Preparation
The top twenty contact reasons, the data that shows each problem coming, and the owners of the causes.
Where to focus
Proactive alerts and fixes, updates before customers ask, or removing the top reasons for contact at the source.
How to pitch it
Take one common problem and show it fixed before the customer would have called.
Success criteria
Contacts that would no longer happen, customers who notice the difference, and the owner of the cause agreeing to a pilot.

Watch for A faster chatbot. Removing the reason to contact us is worth more.

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Process innovation

23. People for the Moments That Matter

How might AI resolve routine requests so that our people can focus on the moments that decide customer loyalty?

Customers accept AI for simple requests, and expect a person when it counts.

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Who is affected
Customers in difficult moments, such as a complaint, a loss or a crisis, and agents with no time for them.
Preparation
Transcripts of moments that won or lost customers, with personal data removed, and the routine contacts that fill agents' days.
Where to focus
The moments that decide loyalty, AI for the routine, and agents free to solve problems instead of following scripts.
How to pitch it
Show one routine contact handled by AI and one critical moment handled by a person with time to help.
Success criteria
Agent time freed for those moments, customers' reactions, and a service leader ready to pilot it.

Watch for Hiding the person. Customers must always be able to reach someone.

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Business model innovation

24. Service That Grows Revenue

How might customer service become a source of revenue rather than a cost centre?

Service hears customers' needs first, and AI can tell when help is also an opportunity.

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Who is affected
Customers whose needs go unmet, agents measured only on speed, and sales teams who never hear what service knows.
Preparation
A sample of service conversations with personal data removed, the products customers ask about, and a sales manager.
Where to focus
Upgrade and renewal moments, a premium service customers pay for, or insight passed to product.
How to pitch it
Show a real conversation where help became a sale, and how often that moment occurs.
Success criteria
The revenue those moments could bring, customers' reactions, and service and sales agreeing to a pilot.

Watch for Turning service into selling. Help first, and offer only what solves the customer's problem.

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Hackathon Ideas for Product and R&D

Invite product managers, engineers, designers, researchers and customers.

Product innovation

25. A Product That Adapts to Each User

How might our product adapt to each user's goals and context, and take work off their hands?

AI features are becoming expected, and the best ones remove work instead of adding buttons.

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Who is affected
Customers who give up on complex products, and the support teams who teach them.
Preparation
Usage data showing where customers struggle or repeat steps, and five customers to test with.
Where to focus
Setup done for the customer, an assistant inside the product, or a product that learns each user's routine.
How to pitch it
Have a first-time customer complete a key task, before and after.
Success criteria
Tasks completed faster, customers who would switch it on, and a product owner ready to build it.

Watch for AI that customers can't see or undo. They need to stay in control.

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Process innovation

26. Every Idea Tested in a Week

How might we put every new product idea in front of real customers within a week, and decide faster what to build?

AI makes prototypes almost free, so the slow part is now deciding.

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Who is affected
Product teams with more ideas than evidence, and the leaders deciding what to fund.
Preparation
Three ideas waiting for a decision, and customers ready to test them.
Where to focus
Prototypes built with AI in a day, tests with real customers, and go or stop decisions on the evidence.
How to pitch it
Show one idea taken from concept to customer test during the event, and the decision it supports.
Success criteria
Decisions made on evidence, time and cost against today's process, and a product leader who adopts it.

Watch for Testing with colleagues. Only real customers count.

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Business model innovation

27. Selling the Result, Not the Product

How might we sell customers guaranteed outcomes instead of products they have to operate themselves?

AI and connected products let us measure results, so we can promise them.

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Who is affected
Customers who buy our product but struggle to get results from it, and the service teams helping them.
Preparation
The results customers buy our product for, what gets in the way, and three customers to react to an offer.
Where to focus
One product offered as an outcome service, pricing per result, and the risks we would take on.
How to pitch it
Show the service offer and its price against buying the product, and what customers said.
Success criteria
Customers who would switch, economics that work over the contract, and an owner to pilot it.

Watch for Risks we can't control. Be clear about what the customer still has to do.

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Hackathon Ideas for Technology and IT

Invite IT, security, architects and people from the business who use the systems every day.

Process innovation

28. AI Agents on the Team

How might AI agents run an entire business process end to end, with people setting the goals and approving the decisions that matter?

AI is moving from assistants that answer to agents that act.

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Who is affected
Teams running repetitive multi-step workflows, and the managers accountable for them.
Preparation
One end-to-end workflow with its steps, systems and exceptions, and access to a safe test environment.
Where to focus
The workflow run by agents, the supervisor's role, and the controls that make it safe.
How to pitch it
Run real cases through the agents live, with the supervisor stepping in where needed.
Success criteria
Cases completed correctly, human time saved, and a process owner ready for a pilot.

Watch for Agents with more access than they need. Give each one only the permissions its task requires.

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Process innovation

29. AI for Everyone Within 90 Days

How might we put secure, useful AI into every employee's daily work within 90 days?

People already use AI without permission, and the companies that enable everyone gain the most.

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Who is affected
Employees using unapproved tools or none, and the IT and security teams trying to keep up.
Preparation
What employees use today (ask them), the tools the company already licenses, and the security rules.
Where to focus
An approved toolkit for each role, a network of champions, and one role's day redesigned and measured.
How to pitch it
Show one team's week with its new toolkit, with the time saved and the risks closed.
Success criteria
Adoption in the pilot team, risks closed, and an IT leader ready to roll it out.

Watch for Tools without habits. Adoption comes from champions and examples, not licences.

Brainstorm solutions and hackathon projects in Ainna

Process innovation

30. Retiring the Systems We Fear to Touch

How might we modernise the legacy systems nobody fully understands, before a failure forces our hand?

AI can read old code and explain it, so modernising one piece at a time becomes affordable.

Read the briefHide the brief
Who is affected
The business relying on fragile systems, the few experts who still understand them, and the teams waiting for change.
Preparation
One legacy system, its code and documentation, and the expert who knows it best.
Where to focus
AI that documents the old system, migration in small slices, and tests written before anything changes.
How to pitch it
Show one piece of the system explained, tested and moved, with the expert's verdict.
Success criteria
Documentation the expert confirms, a safe path for the first migration step, and an IT owner for it.

Watch for Rewriting everything at once. One slice, moved safely, proves the path.

Brainstorm solutions and hackathon projects in Ainna

Picked one? Turn it into your event brief with the Hackathon Brief Template.


Industry-Specific Themes

The ideas above apply across industries. Here are additional themes tailored to specific sectors:

Financial Services

  • Fraud pattern detection that adapts faster than fraudsters
  • Personalised financial guidance at scale
  • Regulatory change impact assessment automation
  • Real-time risk visualisation for complex portfolios

Healthcare

  • Patient journey friction reduction
  • Clinical documentation burden relief
  • Care coordination across providers
  • Preventive intervention trigger identification

Manufacturing

  • Predictive maintenance that actually prevents downtime
  • Supply chain disruption response acceleration
  • Quality prediction before defects occur
  • Energy optimisation across production

Retail

  • Inventory optimisation across channels
  • Customer lifetime value prediction and action
  • Return prevention through better matching
  • Store associate augmentation for expertise

Telecommunications

  • Network issue prediction before customer impact
  • Churn intervention optimisation
  • Self-service resolution for complex issues
  • Personalised plan optimisation

Professional Services

  • Proposal generation acceleration
  • Knowledge reuse across engagements
  • Resource allocation optimisation
  • Client insight synthesis

From Ideas to Impact

A hackathon idea is just the starting point. The organisations that extract real value from hackathons have systems to capture, evaluate, and develop winning concepts.

Every hackathon idea that shows promise needs:

  1. A clear problem statement - one page documenting who has this problem, why it matters, and what success looks like
  2. A structured idea document - capturing the solution concept, key assumptions, and critical unknowns
  3. An evaluation framework - consistent criteria applied across all submissions
  4. A development pathway - resources and sponsorship to take winning ideas forward
  5. A compelling pitch deck - to communicate the opportunity to judges and stakeholders

Without this, promising concepts stall once the winners are announced. Feed every project into your opportunity pipeline, not only the winners, so the work stays discoverable and usable across the company.

Give the Pitch Its Own Time

I've judged dozens of hackathons, and the pattern is consistent: teams spend almost all their time building and leave the pitch to the last hour, so strong work reaches the judges undersold. Organisers can prevent this. Share the evaluation criteria at the kick-off, and set a point in the schedule when teams move from building to the pitch. Give every team the same pitch script, answering the same questions in the same order: the problem, who has it, the evidence of potential and the next step. Judges can then compare projects quickly and fairly.

For detailed guidance on turning hackathon concepts into products, including templates and frameworks for post-hackathon development, see my guide on product discovery documentation.


Selecting the Right Theme for Your Hackathon

Not every theme fits every organisation. Consider:

Strategic alignment: Does this theme connect to priorities leadership actually cares about? Hackathons that produce ideas nobody wants to fund are demoralising.

Balance across types: Running more than one theme? Aim for one of each innovation type: a process theme for the quick wins, a product theme for new offerings and a business model theme for the bigger bet.

Participant expertise: Do your teams have enough context to contribute meaningfully? A supply chain hackathon in a company where few understand supply chain will struggle.

Feasibility of prototyping: Can teams build something demonstrable in hackathon timeframes? Some problems need months of data access or infrastructure that can't be provisioned for a 48-hour event.

Data, tools and regulation: Have you settled what data teams may use, and in which approved AI tools? Check too whether the theme touches a use the EU AI Act treats as high-risk, such as recruitment or evaluating workers.

Evaluation clarity: Will judges be able to assess submissions meaningfully against the judging criteria? Vague themes produce submissions that are hard to compare.

Follow-through capacity: Do you have resources to develop winning concepts? Don't run hackathons on topics you have no intention of investing in.

Once you have chosen a theme, turn it into the event brief with the Hackathon Brief Template: the twenty sections that define a corporate hackathon, from the theme and sponsor to the funding path and how outcomes are tracked.

For a complete guide on planning and running corporate hackathons - including evaluation frameworks and post-hackathon processes - see my detailed operational guide.

Making Your Hackathon Work in the AI Era

AI has changed what's possible in hackathon timeframes. Teams can now prototype in hours what previously took days. Non-technical participants can contribute meaningfully with AI assistance. The question has shifted from "can we build it?" to "is it worth building?"

This makes problem selection more important than ever. When building is easy, the differentiator is identifying the right problem and framing a compelling solution.

The new hackathon toolkit:

  • For ideation: ChatGPT, Claude - exploring problem spaces and solution approaches
  • For building: GitHub Copilot, Cursor, Bolt.new - rapid prototyping
  • For pitching: Ainna, the agentic innovation platform, for pitch decks and documentation

Teams that master this toolkit deliver more ambitious projects with more polished presentations - all within the same short window.

For strategic context on why hackathon frequency matters in 2026 and how AI tools transform the hackathon format, see my article on corporate hackathons in the AI era.


For hackathon teams:

For hackathon organisers:

For innovation leaders:


Need Help Designing Your Hackathon?

Selecting the right theme, structuring the event, and building follow-through processes requires experience. As someone who has designed hackathon programmes at Microsoft, Accenture, and multiple startups, I can help you:

  • Select themes aligned with strategic priorities
  • Design evaluation criteria that surface genuinely valuable ideas
  • Create follow-through processes that turn concepts into products
  • Build internal capability to run effective hackathons independently

Request More Information

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Written by
George Krasadakis

George Krasadakis

Founder of Innovation Mode and Ainna.ai, author of Innovation Mode, the corporate innovation book (Author’s Edition, 2026), and the named inventor on 18 patent families, most in AI and machine learning, filed at Microsoft, Accenture and ResMed.

About the author · Research and patents

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