Manual prep drains team bandwidth
Operators spend hours collecting evidence while deadlines and workload keep compounding.
Chargeback automation for Shopify and Stripe merchants
Protect margin before disputes become manual chaos.
MarginPilot helps ecommerce operators cut manual dispute work, protect response deadlines, and connect recovery actions to auditable billing events.
No guaranteed win-rate claims. No decorative AI hype. Start with a risk-scan workflow your team can actually verify.
Explainable decision cardsEvent-level billing ledgerHuman override and audit trail
Win-rate alone can hide margin loss
What matters is net recovery after fees, alerts, and operational effort.
Policy shifts move faster than playbooks
Without rule-version tracking, teams react late and increase monitoring risk.
Who this is for
Built for teams that need operating leverage, not another dashboard.
Lean ops teams
Reduce the hours spent collecting evidence, checking deadlines, and moving disputes across disconnected spreadsheets.
Finance-minded founders
Track net recovery instead of vanity win-rate so margin decisions stay tied to fees, workload, and alert risk.
Shopify and Stripe merchants
Start with a risk scan, then move into controlled provider auth and billing only when the workflow is ready.
Provider fit
Choose the provider path that matches your stack.
Shopify chargeback automation
See the provider-specific workflow, qualification path, and plan fit for Shopify merchants who want a safer first rollout.
Stripe chargeback automation
Review how MarginPilot frames Stripe dispute operations for teams that need explainable decisions and auditable billing.
Mechanism
How MarginPilot turns dispute ops into a measurable workflow
Ingest
Connect Shopify and Stripe events, then normalize every dispute into a single case model.
Decide
Decision Cards recommend Fight, Refund, or Manual Review and explain exactly why.
Execute
Generate evidence bundles, protect response deadlines, and keep every action traceable.
Measure
Track net recovery, alert impact, and event-level billing in one dashboard.
Proof
What a merchant can verify before trusting the workflow
Explainable recommendations
Decision Cards show why a case should be fought, refunded, or manually reviewed before action is taken.
Auditable billing
Billing events stay traceable to subscription state, checkout actions, and webhook-synced line items.
Activation gate
Ops activation stays blocked until auth and billing readiness are both present in the system of record.
Human override
Teams keep operational control instead of accepting an opaque black-box action engine.
ROI model
Model the manual-work cost hiding inside dispute ops
Give visitors a fast way to quantify analyst time, manual workload cost, and the recovery lift worth validating before they commit to a deeper rollout.
Based on 80 disputes at 45 minutes each.
Directional workload cost at $32 per analyst hour.
Modeled from 35% to 45% recovery at $120 average dispute amount.
Best for roughly 40 to 200 disputes per month.
- This model is directional and uses only the assumptions you enter here.
- Manual workload and recovery improvement should be validated separately during qualification.
- No savings, win-rate, or recovery outcome is guaranteed by this estimate.
The handoff keeps provider, plan, primary goal, and modeled dispute volume in the next-step form so the conversation starts with your current economics instead of a blank intake.
Compare approaches
Use intent pages that map directly to buying questions.
Automation vs manual process
Compare workload, auditability, and finance trust when teams move beyond spreadsheet-driven dispute ops.
Compare workflowsShopify vs spreadsheets
See where Shopify spreadsheet workflows start leaking time, context, and operator confidence.
See Shopify comparisonStripe vs manual ops
Review the Stripe-specific comparison between repeat manual work and a more structured workflow.
See Stripe comparisonShopify workflow checklist
Use a Shopify rollout checklist to verify auth proof, billing trust, and the first-value path before deeper setup.
Open Shopify checklistStripe workflow checklist
Use a Stripe checklist to pressure-test repeat workload, review control, and finance-visible billing proof.
Open Stripe checklistChargeback automation ROI
Model manual workload cost, recovery swing, and plan fit before asking the buyer to commit to a rollout path.
Open ROI modelFeature map
Each core feature maps to an operational outcome
- Decision CardFaster actions with explainable case logic
- Net Recovery BoardProfit-aware optimization beyond vanity win-rate
- VAMP GuardrailEarly risk signals before threshold stress
- Billing LedgerInvoice clarity for finance and support
Pricing snapshot
Start with transparent pricing, then scale only when recovery volume supports it.
Monthly cap options are available for qualified SMB accounts.
Objections
Common buying questions, answered without hand-waving.
Do we need live credentials to start evaluating fit?
No. The first risk-scan flow focuses on business context, volume, and provider selection before live auth and billing proof are required.
Is this optimized only for win-rate?
No. MarginPilot is designed around net recovery, workload, and operational trust rather than headline win-rate claims.
Will my team lose control over dispute actions?
No. Human override and auditability remain first-class so operators can review, approve, or stop actions when needed.
Frequently asked questions
Do you guarantee win-rate?
No. We improve process quality and optimize net recovery with transparent recommendations.
How is billing calculated?
Each billable action is logged and shown as invoice line items for full traceability.
Can my team override recommendations?
Yes. Human override is available and recorded in audit logs.
Know your risk. Then automate with confidence.
Run a free scan to surface dispute mix, deadline exposure, and net recovery opportunities. If you prefer a guided walkthrough, book a demo instead.