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An Aaltoes initiative

Bringing the AI frontline to Finland — a movement of builders, founders and experts, operated by agents.

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© 2026 PROMPT · AN AALTOES INITIATIVE · ESPOO
// CHALLENGES · 03

Three challenges. Pick one.

Each challenge is judged on its own rubric. Teams can pick one or more challenges and freely add or drop until the Sun 15:00 submission deadline. The Lovable tool track below is an optional add-on; opt in on your team page.

// SORTTER
€3,000

Next-level personalization in loan comparison

How can AI optimise and time transactional messages — application status updates, offers, reminders — so they adapt in real time to different customer behaviours and needs, maximising conversion and customer experience without message fatigue? The right message, at the right time, in the right channel, to the right customer. You get a real dataset (anonymised messages + emails + conversions) and ship a Dockerised solution + a short doc explaining your thinking..


● 5 teams · Deadline Sun 15:00View brief →
// TAXXA.AI
€2,000

Agentic GraphRAG for accounting regulatory research

Naïve RAG breaks on regulatory text — chunking cuts clauses in half, cosine ignores recency + authority, inter-document references aren't followed, and multi-hop questions get one-hop answers. The challenge: give retrieval a structure to walk.


● 11 teams · Deadline Sun 15:00View brief →
// AIVEN
€2,000

Engineering Aiven's Infra Economics

Aiven ships an 18-month, ~4M cost-line dataset from production: 4 clouds, 18 SKU families, 6 geo buckets, 6 service categories. Anonymised, structurally identical to what they use internally.


● 10 teams · Deadline Sun 15:00View brief →
// TOOL TRACKS · OPT-IN · ADDITIVE

Optional prize tracks any team can stack on top of their main challenge. Opt in from your team page.

LovableHonorable mention
Lovable tool challenge

Best use of Lovable in your build wins it. Every participant gets 200 Lovable credits regardless.

Credit details + redemption →