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Fintech · Finance & Accounting Software · 200–1000 · Europe #b012_05

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Context

We build an accounting and financial operations platform used by small businesses and the accounting firms that serve them.

Industry: Fintech · Finance & Accounting Software
Size: 200–1000 employees
Region: Europe
Tools budget: $5K–20K per month
Needs: Data pipelines & integration. Our data platform team struggles to keep pipelines reliable as product and analytics demand keeps growing.
Today: a sizable data engineering team running streaming and batch jobs for analytics and product features · Urgency: this year
LLM evaluation & testing. We are putting AI agents into bookkeeping workflows and need a dependable way to evaluate their accuracy.
Today: dedicated applied AI teams building evaluation sets and regression tracking for assistant features · Urgency: this year
Document AI & extraction. Extracting fields from receipts and invoices still needs too much manual correction.
Today: field extraction from receipts and invoices automated, then corrected by accountants afterwards · Urgency: later
Who decides: head of data · team trial
Expects from suppliers: Works with our warehouse and orchestration setup; Evaluation suited to financial accuracy
Not a fit: Black box models with no audit trail; Tools needing US-only hosting
Stack: cloud: AWS-class hyperscaler, data warehouse: cloud, LLM APIs in production
Buying triggers: AI adoption push, rapid team growth

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NEEDHealthtech · Payers & Benefits · 200–1000 · North America #b035_10Unverified· Data

We run claims operations reporting through analyst-built spreadsheets and dashboards, and by the time managers see them the picture is already stale. We need reporting that connects natively to our cloud data warehouse, lets operations staff drill down to individual claims, and uses clear per-member pricing. It must work alongside our existing claims vendor.

Budget: $5K–20KTrigger: scaling transaction volumeStack: data warehouse: cloud

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