Digital trust & safety · comparison
Sift vs FeeGuard: digital trust scoring vs ledger-level recovery
Searching for a Sift alternative usually means one thing: the job you hired Sift for is getting done, and the job nobody owns — money silently leaving through Stripe Connect refunds, fees, disputes and conversions — is not. Here is the honest, side-by-side picture, including where Sift genuinely wins.
What Sift does
fraud-decisioning and digital-trust platform with developer-friendly APIs. Source: https://sift.com.
That is real capability in its lane — and the lanes below show precisely where it ends.
Side by side: FeeGuard vs Sift
Eight capabilities a Connect platform needs. No empty cells — every row states what each product actually does.
| Capability | FeeGuard | Sift |
|---|---|---|
| Unreversed-transfer detection | Yes — computed on every `charge.refunded` event: proportional expectation, rounding tolerance, ratio clamping | No — scoring scope. |
| Application-fee leak detection | Yes — application fees tested against reversals via Net Platform Margin; zero- and three-decimal currencies handled | No — fees untouched. |
| Dispute-loss clawback support | Yes — recoverable figure computed on `dispute.closed` (transfer remainder, fee excluded); early warning on `created`; gated automation | No — disputes minimal. |
| Cross-border FX monitoring | Yes — realised rates measured against same-day currency-pair baselines; directional loss flagging beyond 0.8% | No — fX untouched. |
| Runs on your live Stripe Connect account today | Yes — read-only restricted key, roughly ten minutes to first findings, revocable anytime | Depends on deployment |
| Performs recovery actions | One-click manual reversals (free tier); risk-gated automation with idempotency keys on Monitor Pro | Varies by product |
| Evidence & audit trail | Append-only trail on every action; finding-level evidence ids exportable as CSV | Varies by product |
| Pricing model | Detection free forever · success fee 20% of first $50k recovered, 15% above · no results, no fee | See vendor site |
Where Sift genuinely wins
- — Developer-friendly scoring APIs.
- — Breadth of trust-and-safety signals.
Why platforms choose FeeGuard over Sift
- Purpose-built for the leak. All four silent-loss vectors — unreversed transfers, kept fees, uncovered dispute losses, FX drag — are native detectors, not features imagined onto another product.
- Free before you pay anyone. Detection and the 90-day lookback cost nothing — measure your stranded dollars before committing to any vendor, including us.
- Ten-minute, read-only setup. One restricted key you create and revoke; no migration, no seller re-onboarding, no payment-path changes.
- Pay-for-results recovery. 20% of the first $50k recovered, 15% above — versus subscriptions, retainers and per-alert fees that bill regardless of outcomes.
- Evidence-grade trail. Append-only logs with finding-level arithmetic — ready for controllers, auditors and diligence teams.
Bottom line
Risk scores inform who sells. Nothing scores whether their transfer came back after the refund. If your problem lives in digital trust & safety, Sift deserves its reputation. If your problem is a platform balance lower than your ledger predicts — refunds succeeding while transfers never come home — that problem has exactly one purpose-built answer, and you are reading it. Run the free audit; the number settles the debate faster than any comparison page can.
Common questions
Sift for marketplace fund hygiene?
Different layer — trust scoring versus movement auditing; both appear in mature stacks.
Is FeeGuard a better choice than Sift?
For digital trust & safety, Sift is the specialist and we say so plainly. For detecting and recovering silent Stripe Connect losses — the four vectors above — FeeGuard is purpose-built and Sift does not perform that function. Most platforms comparing the two are feeling the second problem.
Can we run Sift and FeeGuard together?
Yes, commonly. They operate on different objects and different events; neither conflicts with the other’s workflow.
What does switching cost us?
Nothing upfront: read-only key, ten-minute setup, free detection. Recovery carries a success fee only on confirmed dollars — so trying FeeGuard risks no budget at all.