Show HN: App based on idea from Y Combinator blogLive researchUnreviewed

Not yet categorised emerging high confidence unknown complexity unknown competition researched 9 Sep 2026
Live research · Pending review. Evidence below is real, collected automatically by the research chore and linked back to its original source. Publishing does not wait for human review — see the review status above; a human may not have looked at this cluster yet. Only 6 of 12 score components below are computed from that evidence — the rest (marked "not yet computed" in their notes) need research services that aren't built yet, and are left neutral rather than invented. Narrative fields below (affected users, why it may matter, suggested test) aren't auto-generated for the same reason and say so explicitly.
Platform score
51.5
Your score (locally reweighted)
51.5
Calculated
9 Sep 2026

“It is not convenient to switch into email, send email, then manually update spreadsheet, manually write follow up emails but it was OK for a few invoices per month.” One of 3 pieces of evidence collected from Forum / discussion. Automated grouping by shared topic — not yet a human-reviewed conclusion.

Why it matters Not yet synthesised

Recommended first step Not yet synthesised

Scoring breakdown

Pain intensity 76.0 low
Frequency 37.5 low
Independent sources 50.0 medium
Evidence recency 46.7 medium
Trend / growth signal 50.0 low
Willingness-to-pay evidence 50.0 low
Weakness of existing alternatives 50.0 low
Competition density 50.0 low
Feasibility for a small team 50.0 low
Time to a meaningful test 50.0 low
Evidence quality 72.9 low
Evidence diversity 11.1 low

Platform score 51.5, calculated 9 Sep 2026. Adjust weights, and see supporting/missing evidence per component, in Explainable score below.

Evidence (3 signals, 1 source types)

forum

Hacker News (Algolia Search API) invoice chasing for freelancers
Published16 Feb 2018
Collected10 Aug 2026
Provenancefirst_party
Confidencehigh
Original referencehttps://news.ycombinator.com/item?id=16390665
ParaphraseChasing late and overdue invoices takes time and for my business I've used Google spreadsheet with a list of few overdue and late invoices. It is not convenient to switch into email, send email, then manually update spreadsheet, manually write follow up emails but it was OK for a few invoices per month. Then I saw a blog post on Y Combinator blog: http://blog.ycombinator.com/13-startup-ideas/ where the idea about Account Receivables as a service was mentioned and decided to give it a try. After creating a few mockups I found Ruby on Rails developer and in in more than a month we created a…
It is not convenient to switch into email, send email, then manually update spreadsheet, manually write follow up emails but it was OK for a few invoices per month.
Hacker News (Algolia Search API) invoice chasing for freelancers
Published4 Apr 2026
Collected2 Aug 2026
Provenancefirst_party
Confidencehigh
Original referencehttps://news.ycombinator.com/item?id=47638685
ParaphraseI run a supply role at a company during the day and I'm building a B2B tool on the side. The problem I keep running into — both at work and in my family's business — is that chasing overdue invoices is manual, awkward, and nobody has a good system for it. Most small businesses I've talked to do one of three things: send the QB/Xero auto-reminder and hope for the best, send a WhatsApp message themselves when the reminder doesn't work, or just let it slide because the relationship feels more important than the cash. The second one is interesting to me. WhatsApp works — it gets read, it gets…
The problem I keep running into — both at work and in my family's business — is that chasing overdue invoices is manual, awkward, and nobody has a good system for it.
Hacker News (Algolia Search API) invoice chasing for freelancers
Published18 Mar 2026
Collected9 Sep 2026
Provenancefirst_party
Confidencehigh
Original referencehttps://news.ycombinator.com/item?id=47420608
ParaphraseHi HN, I built Zobooma ( https://www.zobooma.com ). It’s a platform that replaces traditional marketing retainers with outcome-based contracts. Businesses fund an escrow account, and payouts are automatically released to the marketer only when specific KPIs are independently verified by third-party APIs. We have some early adopters and I think it's time to get your honest feedback too. The Problem We're Solving The marketing agency model is fundamentally broken. Businesses pay hefty monthly retainers with zero guarantee of results, and good marketers waste time chasing down invoices or…
Businesses pay hefty monthly retainers with zero guarantee of results, and good marketers waste time chasing down invoices or arguing over what "success" looks like.

Existing alternatives

Not yet mapped — the competitor-research service (web_app/research_services.py) isn't built yet, so no alternatives are listed rather than guessed at.

Explainable score

Pain intensity 76.0 pts
How severe is the problem for the people who have it: lost money, lost time, blocked work, or emotional cost.
Supporting evidence
Blends each item's real first-person/directness score with how strongly its text matched pain-language patterns (avg 1.0 pattern(s)/item).
Missing evidence
A heuristic language-strength signal, not a measured severity (lost time/money) figure.
Confidence
low
Frequency 37.5 pts
How often the affected person runs into the problem. Daily friction scores higher than an annual inconvenience.
Supporting evidence
Evidence for this cluster was independently published across 3 distinct day(s) — a proxy for recurrence over time, not a measurement of any one person's frequency.
Missing evidence
Not based on a survey of how often an individual affected user hits this problem.
Confidence
low
Independent sources 50.0 pts
How many unrelated people or communities raised this without prompting each other.
Supporting evidence
3 distinct author handle(s) among this cluster's non-duplicate evidence.
Missing evidence
Measures distinct people, not distinct communities — every real evidence item currently comes from the same platform.
Confidence
medium
Evidence recency 46.7 pts
How recent the supporting evidence is. A live, ongoing complaint scores higher than a five-year-old thread.
Supporting evidence
Average of each evidence item's real recency score, computed from its published date.
Missing evidence
None recorded
Confidence
medium
Trend / growth signal 50.0 pts
Whether mentions of the problem appear to be growing, flat, or declining over time.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Willingness-to-pay evidence 50.0 pts
Direct evidence that people already pay for a workaround, or have said they would pay for a fix.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Weakness of existing alternatives 50.0 pts
How poorly the current options (products, manual workarounds, or doing nothing) actually serve the need.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Competition density 50.0 pts
How crowded the space already is, scored so that a crowded, well-served space pulls the total down.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Feasibility for a small team 50.0 pts
Whether a solo builder or small team could realistically ship a first version.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Time to a meaningful test 50.0 pts
How quickly a small team could get a real signal from real users, not how long a full product would take.
Supporting evidence
None recorded
Missing evidence
Not yet computed — requires a research service that isn't built yet (see /ops/research/ for current service status). Left neutral rather than invented.
Confidence
low
Evidence quality 72.9 pts
How reliable, specific, and directly-observed the evidence is, versus vague or second-hand.
Supporting evidence
Average of 3 evidence item(s)' real per-item quality score (source reliability, specificity, directness, recency).
Missing evidence
None recorded
Confidence
low
Evidence diversity 11.1 pts
How many different kinds of sources (forums, reviews, issue trackers, surveys) corroborate the problem.
Supporting evidence
Share of distinct evidence source types represented among this cluster's evidence.
Missing evidence
All real evidence currently comes from one registered source (Hacker News); a second source is the main way this improves.
Confidence
low

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