The short answer
Pick on three axes: how retries are timed, which channels can carry the message, and whether the vendor takes a cut of what it recovers. Everything else is packaging.
RRLabs is flat-priced at $100, $250 or $500 per month, routes retries per decline code, and dispatches over email, SMS and your own Meta WhatsApp number. Churn Buster, Stunning and Baremetrics Recover are email-first. Retain, Gravy and FlyCode are performance-priced. Stripe Smart Retries, Chargebee and Recurly are platform features locked to that platform.
Axis 1 — retry intelligence
A fixed day-1 / day-3 / day-7 cadence treats an expired card exactly like a temporary balance shortfall. One of those can never succeed on retry alone; the other usually will if you wait for money to land.
Ask any vendor a single question: does the retry window change based on the bank's decline code? If the answer is no, the tool is a scheduler with templates.
Axis 2 — channels
Billing email opens at 18-25%. WhatsApp opens at 90-98% and SMS at 80-95%. For involuntary churn the customer already wants the product, so reach — not persuasion — is the constraint.
Check whether the tool sends from your own sender identity. Vendor-branded messages about a failed charge read as phishing and convert worse.
Axis 3 — pricing model
Revenue share is comfortable at $2,000 recovered and painful at $40,000. A 9% cut of $40,000 is $3,600 a month, indefinitely, for software you have already integrated.
Flat pricing inverts that: cost per recovered dollar falls as volume grows, and the vendor's incentive to keep you is product quality rather than a metered meter.
A shortlist by situation
Stripe-only, under $5k MRR at risk: start with Stripe Smart Retries, then move when a second channel is worth the setup. Ecommerce email-first: Churn Buster or Stunning. High-ticket memberships with agency budget: Gravy.
Multi-provider, consumer or SMB subscriptions, or an agency reselling recovery under its own brand: RRLabs, because of decline-code routing, WhatsApp, and $300 white-label with custom CNAME and DKIM.