Chargeback Evidence Desk
Assemble dispute evidence and billing exceptions before chargebacks turn into revenue loss.
Opportunity score
98/100
This is one of Starfi's stronger opportunities right now at 98/100. The score is being carried most by signal volume and source diversity. Buyer clarity is the weakest of the six dimensions, but it is no longer a hard blocker.
Movement
Accelerating
+34 signals this week and 3 new communities.
Momentum
Accelerating
34 new signals this week.
Evidence freshness
Recent
Latest evidence on Mar 30, 2026.
Key evidence
Why this looks worth a closer look
Start with the strongest proof, the biggest objections, and the one missing piece that would change conviction.
Evidence for
- Signals are increasing this week (34 new).
- New sources are appearing (3 added recently).
- Evidence already spans 7 source communities.
Evidence against
- You still need sharper buyer or workflow proof before committing build time.
What's missing?
Stronger proof of urgency
You need clearer evidence that this pain is costly enough for teams to act on quickly.
Next validation step
Start with a narrow MVP
Build the smallest wedge and validate willingness to pay with the first users.
Evidence timeline
Recent evidence
A chronological view of the source discussions and product signals that explain why this opportunity is emerging now.
Mar 30
2026
How to remove "You owe the customer a refund" when issuing a 0 USD refund and some items are returned?
Hi! We are currently using the GraphQL Process Return API to restock items when no refund is required. In cases where a refund is needed, we call the refundCreate API to both refund and restock, followed by the returnCl…
Source author: Ellen_T
Open discussion →Mar 25
2026
Getting "Custom apps cannot use the Billing API" on Public app
I created a test public app to work on creating/managing subscriptions. When I try to create a new subscriptions I have the following error: Error: AppError: Error while creating app billing plan: [{“field”:null,“mess…
Source author: Eliott_Pal
Open discussion →Mar 21
2026
How do you combine sign up and payment in one checkout flow?
I've been building a few SaaS products and the sign up and payment workflow is driving me crazy. Every implementation I've seen requires the customer to register first and then…
Source author: GeefDev
Open discussion →Mar 20
2026
The exhausting cycle of manual community outreach
I've been spending 3-4 hours daily scrolling through Reddit and Hacker News looking for conversations where my product might actually help someone. Most days I find absolutely…
Source author: tsjose
Open discussion →Mar 20
2026
FSFE supporters affected: Payment provider Nexi cancelled us
FSFE supporters affected: Payment provider Nexi cancelled us
Source author: rasjani
Open discussion →Mar 18
2026
Questions on Recurring Billing, Webhooks & Testing for Selling Plans (Subscriptions API)
Hi everyone, I’m building a custom subscription (membership) app using Shopify’s Selling Plans / Selling Plan Groups via the Subscriptions API, and I’m looking for some clarification on how recurring billing and testing…
Source author: Navin3
Open discussion →Mar 17
2026
In Shopify GraphQL Admin API, we have a use case where an item becomes ₹0 after applying a BXGY (Buy X Get Y) discount. Is there a way to refund an amount against such a line item via GraphQL, given that its final price is zero?
We have a use case in Shopify GraphQL Admin API where a line item becomes ₹0 after applying a BXGY (Buy X Get Y) discount. We would like to issue a refund against this item (for example, in case of returns or…
Source author: Anubhav_Kaushik
Open discussion →Mar 16
2026
I built a $19/mo alternative to Churn Buster for recovering failed SaaS payments
Hey IH! I just launched Rebill on Product Hunt today. The problem: the average SaaS loses 5-10% of charges to payment failures. Customers who WANT to keep paying you, but their…
Source author: DivenRastdus
Open discussion →Mar 16
2026
What Manual Workflow Do You Hate the Most? - Looking for feedbacks 🙌
One pattern I keep noticing while talking to founders: Most of the time we’re not blocked by “hard problems”. We’re blocked by repetitive operational work. The kind of tasks that…
Source author: iamsuraj
Open discussion →Mar 16
2026
Bank Deposit Additional details — Is there any way to translate this message?
Hi everyone, quick question about manual payment methods in Shopify. For Bank Deposit / Bank Transfer, there is a field called “Additional details” where you usually put the payment instructions (bank account, IBAN, etc…
Source author: lynthius
Open discussion →Mar 16
2026
Chasing overdue invoices is awkward – I built a small tool to automate reminders
Hi everyone, I just recently joined Indie Hackers and I’m looking for advice and feedback please. Over the past few months I've been working on a small tool I’ve called PayNudger…
Source author: NeilAS
Open discussion →Mar 16
2026
ZeroSettle
Drop-in direct billing SDK to skip the 30% Apple Tax
Source author: Garry Tan
Open discussion →Signal sources
Where the evidence comes from
Starfi looks for repeated pain and workflow demand in builder-heavy communities rather than treating this as a single generated idea.
Source groups
Movement
What changed in the evidence
A lightweight view of this week's evidence movement, source expansion, and freshness without turning this page into an analytics dashboard.
Movement
Accelerating
34 signals landed this week and +34 versus the prior week.
Signals this week
34
34 mapped signals landed this week.
Evidence freshness
Recent
Latest evidence appeared on Mar 30, 2026.
Source expansion
3 new sources
Shopify Dev, Indie Hackers, GitHub Issues joined the evidence mix this week.
Understanding
Why this is happening
↑ 34 new signals this week across Shopify Dev, Indie Hackers, and 1 others.
Problem pattern
Repeated evidence points to the same pain: finance ops teams still gather order history, delivery proof, refund details, and customer messages by hand when chargebacks or billing disputes appear.
Why now
Starfi mapped 34 new signals this week across Shopify Dev, Indie Hackers, and GitHub Issues. Fresh, cross-source repetition suggests the workflow pain is becoming harder for teams to ignore right now.
Product wedge
A finance ops desk that assembles dispute evidence, exceptions, and next actions before revenue slips away.
Likely user
Finance operations teams and merchant support owners
Best-fit team from the current signal mix.
Likely buyer
Finance operations lead or head of payments
Most plausible budget owner from the mapped evidence.
Workflow stage
Reconciliation
Where the pain appears to concentrate most often.
Why this scores here
This is one of Starfi's stronger opportunities right now at 98/100. The score is being carried most by signal volume and source diversity. Buyer clarity is the weakest of the six dimensions, but it is no longer a hard blocker.
Why this scores here
98/100
This is one of Starfi's stronger opportunities right now at 98/100. The score is being carried most by signal volume and source diversity. Buyer clarity is the weakest of the six dimensions, but it is no longer a hard blocker.
Signal volume
24
Source diversity
18
Freshness
16
Momentum
16
Evidence strength
16
Buyer clarity
8
Pattern read
The strongest reasons this sits here, and what still drags conviction.
Stronger signals
- clear buyer narrative
- cross-source confirmation
- current momentum
- repeatable evidence
Founder questions
Questions most likely to change conviction.
- How often does the team rebuild the same evidence packet across disputes, refunds, or billing exceptions?
- Which systems hold the proof that finance teams need but still cannot pull together quickly?
- Is the bigger pain lost revenue, analyst time, or deadline risk on each case?
Action
What to do next
Use one next step, keep the rest in reserve, and come back when the evidence changes.
Step 1 · Recommended next step
Start building
The signal is strong enough to scope a narrow wedge. Use the build path below to keep the first version focused.
Use the secondary path only if you still need direct user confirmation before scoping the first wedge.
Step 2
Build path
Step 2
Build path
Use this to keep the first version narrow once you start moving.
- Import order, payment, refund, and support data for each dispute
- Generate chargeback evidence packets with a single export
- Track dispute status, deadlines, and recovered revenue in one queue
Wedge: Start with merchants losing measurable revenue to recurring chargebacks.
Stack hint
- payments integrations
- workflow automation
- document generation
Keep the first version narrow enough to test the wedge without rebuilding the whole workflow.
Step 3
Ask Starfi
Step 3
Ask Starfi
Use this only if you still want help pressure-testing the wedge after the first two steps.
Ask Starfi
Grounded in live opportunity evidenceGet a Starfi read on this opportunity
Ask about the buyer, wedge, evidence strength, or whether Chargeback Evidence Desk looks ready to investigate now. Starfi answers from the signals, movement, intelligence, and MVP context mapped to this page.
Starfi voice
Decision-first analysis that separates evidence, inference, and what still needs validation.
Starfi workspace
Ask a specific question and get a compact analyst read, not a generic chatbot reply.
Analysis thread
Each answer is formatted for quick scanning after multiple asks.
What Ask Starfi is good at
Use it to evaluate opportunity quality, buyer clarity, evidence strength, and the best first wedge.
Focused questions work better than open-ended brainstorming because Starfi answers from the mapped signals on this page.
Save / track
Keep this opportunity in view
This is still part of the product flow. Save the wedge to follow it over time, or review the follow snapshot if you are already monitoring it.
Checking access…
System feedback
Evaluate and improve Starfi
This sits outside the main decision flow. Use it only after you already have a view on the recommendation and want to improve future output.
Feedback
Mark it as relevant or not relevant, then leave an optional note to improve future output.
Relevant?
Add a short note if the buyer, wedge, evidence quality, or recommendation felt especially clear or unclear.
Use the relevant or not relevant controls above, or add an optional note here.