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Real Stories · Real Tools · Real Impact

REAL TOOLS.
Real People.

These aren’t hypotheticals. Every story here is from a professional who identified a real frustration in their actual work — and built something that fixed it. No dev team. No budget. No prior experience.

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STORIES
340+
Tools Built
12
Industries
8.4h
Avg. Weekly Saved
94%
Still Using 6mo Later
OperationsMarketingFinanceHR & PeopleCustomer SuccessSalesL&DProductLegalProcurementOperationsMarketingFinanceHR & PeopleCustomer SuccessSalesL&DProductLegalProcurement
HR & PeopleHamburg, DE
THE ONBOARDING
Navigator

Lena was spending 3 hours every time a new hire joined — pulling together role-specific checklists, scheduling introductions, writing orientation emails with small variations. With 40+ hires a year, it was quietly devouring her calendar. During Phase 2, she built a tool that takes five inputs — name, role, department, manager, start date — and generates a complete personalized onboarding pack in seconds. First-week agenda, intro email sequence, access checklist, and a 30-day milestone plan. Ready to send.

L
Lena Fischer
HR Business Partner · Logistics company · Hamburg
The Tool Built
ONBOARDING NAVIGATOR
A form-driven AI assistant. Five inputs → one complete, formatted onboarding pack. Outputs a personalised Week 1 schedule, intro email, access checklist, and first-30-day milestone plan. Manager gets it in their inbox the morning of day one.
3h
Saved per hire
40+
Hires per year
120h
Freed annually

“My manager saw me using it during orientation week and asked me to present it at the all-hands. I went from ‘the person who does onboarding’ to ‘the person who systemized onboarding.’ That’s a different career trajectory.”

— Lena Fischer, HR Business Partner
Use Cases

MORE Stories

MarketingBerlin, DE
The Problem
Marcus spent every Friday afternoon manually crawling 12 competitor websites, LinkedIn pages, and press feeds just to stay current. It ate his most productive hours.
THE INTEL DIGEST
An automated competitive monitoring tool. Every Monday it delivers one formatted briefing: product updates, pricing changes, new hires, and press mentions across all 12 competitors — skimmable in 10 minutes.
4h
Saved weekly
12
Competitors tracked
M
Marcus Webb
Marketing Manager · B2B SaaS
Customer SuccessAmsterdam, NL
The Problem
High-value accounts were churning and Amira only found out on the renewal call. By then, it was already too late to save them.
THE CHURN RADAR
A weekly account health scanner. Ingests support ticket volume, login frequency, and NPS data — flags at-risk accounts and drafts a personalised outreach message for each one. Revenue risk surfaced before it becomes revenue lost.
€180k
ARR Protected
3
Accounts saved Q1
A
Amira Kowalski
CS Manager · Fintech Scale-up
OperationsLondon, UK
The Problem
Eight meetings a week, each generating a wall of unstructured notes. Writing up action items was taking 15 minutes per meeting — and they still weren’t getting circulated.
THE MEETING MACHINE
Paste in rough notes — bullet points, fragments, voice-to-text transcript, anything. Get back a structured summary with named action owners, deadlines, and a formatted follow-up email ready to send. 30 seconds, every time.
2h
Saved weekly
Meetings processed
T
Tom Reyes
Operations Manager · Consulting Firm
6h
Eliminated. Every single month.
Finance · Munich, Germany

THE REPORT WRITER

Fatima’s worst day of the month was the first Monday after close. She’d spend all day turning raw Excel exports into formatted narrative reports for leadership — describing variances, writing commentary, formatting tables. By the time she finished, she’d added no analysis value. She’d just been a translator between data and language. She built “The Report Writer”: paste in the Excel export, get back a formatted monthly report in her company’s exact style — executive summary, variance commentary, visual callout boxes, and a recommendations section. What took 6 hours now takes 20 minutes.

Excel Export → AI NarrativeAuto Variance Commentary6h → 20 min
F
Fatima El-Amin
Finance Analyst · Manufacturing company · Munich
More from the community

BUILT BY Sprinters

SalesVienna, AT
The Problem
Writing a good job description for a client was supposed to take 15 minutes. It always took an hour — and the output was still generic.
THE JD FACTORY
A 5-field form (role, seniority, industry, must-haves, culture vibe) generates a client-ready job description: compelling opening, responsibilities, requirements, and a brand-voice-matched closing pitch. Output reviewed in 2 minutes, sent in 3.
30
JDs per month
15h
Saved monthly
D
Daniel Park
Sales Lead · Recruitment Agency
L&DRotterdam, NL
The Problem
After each performance review cycle, Priya manually mapped 200 employees’ skill gaps to course recommendations. Two full days — every single quarter.
THE TRAINING MAPPER
Upload the anonymised performance review export. The tool reads gap patterns, cross-references the course library, and outputs a per-employee recommendation table with priority flags — formatted and ready for manager distribution.
2d
→ 20 minutes
Per year
P
Priya Sharma
L&D Coordinator · Healthcare System
ProductParis, FR
The Problem
User feedback was scattered across Intercom, Slack, and email. Synthesizing it into a prioritised feature list was James’s least favourite — and most time-consuming — weekly task.
THE FEATURE RANKER
Paste in a week’s raw feedback from any source. Get back a prioritised feature list with frequency counts, sentiment score, user segments, and direct evidence quotes — formatted for a product review meeting in minutes, not hours.
6h
Weekly synthesis
→ 6min
With the tool
J
James Okonkwo
Product Manager · E-commerce Scale-up
HR & PeopleZürich, CH
THE EXIT
Intelligence Tool

Sophie’s company ran exit interviews — but nobody read them. The transcripts sat in a shared folder for months. She’d pull them out every six months, spend a day reading 30+ conversations, try to spot patterns, and write a summary that landed with a soft thud in the CHRO’s inbox. She built a tool that takes raw exit interview transcripts, identifies recurring themes across sentiment, department, manager, and tenure bracket — and generates a structured insight report with quoted evidence. Now she runs it quarterly, in under an hour. The CHRO shares it with the board.

S
Sophie Hämmerli
People Analytics Lead · Financial Services · Zürich
The Tool Built
EXIT INTELLIGENCE TOOL
Upload exit interview transcripts in any format. The tool extracts recurring themes, clusters them by department and manager, scores sentiment, and outputs a board-ready insight report with verbatim evidence per theme — built for executive presentation.
1d
→ 45 minutes
Now runs quarterly
Board
Now reads the report

“The CHRO forwarded my report to the full exec team with the note: ‘finally, someone is making sense of this data.’ That was the moment I knew I’d become someone different at this company.”

— Sophie Hämmerli, People Analytics Lead
From every corner of the organisation

EVERY ROLE. Every industry.

ProcurementDüsseldorf, DE
The Problem
Evaluating supplier proposals meant reading 8–15 page PDFs and manually extracting key terms, pricing structures, and compliance clauses for comparison across vendors.
THE PROPOSAL SCANNER
Upload supplier PDFs. The tool extracts and normalises pricing tiers, SLA commitments, penalty clauses, and exclusivity terms — outputting a clean comparison table across all proposals. Seconds to scan, not hours to read.
5h
Per RFP cycle
→ 30min
With the tool
R
Ravi Menon
Procurement Lead · Industrial Manufacturer
LegalMilan, IT
The Problem
Every standard NDA review took 40 minutes — not because the contracts were complex, but because flagging the same 12 usual deviations was pure, repetitive work.
THE NDA SCREENER
Upload any NDA. The tool compares it against the company’s preferred positions, flags deviations with risk-level tags (high / medium / acceptable), and drafts redline suggestions in plain language — ready for the lawyer to approve, not write from scratch.
40min
→ 8 minutes
60+
NDAs per year
E
Elena Rossi
Legal Counsel · Tech Company
SalesStockholm, SE
The Problem
Before every enterprise demo, Noah spent 2 hours researching the prospect — recent news, key challenges, team structure — to make the pitch feel tailored instead of generic.
THE DEMO PREP BRIEF
Enter company name and LinkedIn URL. Get back a pre-call brief with recent news, identified pain points, decision-maker profiles, and tailored talking points with discovery questions — in 4 minutes, every time.
2h
→ 4 minutes
↑31%
Demo-to-close rate
N
Noah Lindqvist
Sales Enablement Lead · Enterprise SaaS
340+
Tools shipped by sprinters
8.4h
Avg. hours saved per week
94%
Still using their tool 6 months later
12
Industries represented
INDISPENSABLE
Your story starts in Phase 1

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Every story on this page started with one person, one frustration, and Phase 1 of the sprint. It’s free — no credit card, no developer, no prior experience required.

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