PAYMENTS

Lift Approvals, Cut False Declines, and Route Payments Where They Clear

Bicycle AI explains why approvals move by issuer, BIN, device, and gateway—then proposes safe, reversible actions to keep revenue flowing.

3–8
Mins
Alert to action

Typical detection → mitigation

PSP. Gateway. 3DS
Routing levers

Issuer/bin/device cohorts

2-3
Weeks
Onboarding

Use current PSPs & tools

100
%
Audit

Every change logged

Who it's for

Payments Is a Team Sport—Get the Business, Product, and Data Teams Working from the Same Evidence

Business & Operations
VP/Head of Payments, GM—Digital, Revenue Ops, Finance.

Track approvals and retries by issuer / BIN / device / version, see dollars at risk, and ship guarded fixes (timer, approval, rollback) without waiting on a dashboard build.

Product & Engineering
PMs for Checkout, Wallets, Subscriptions; Mobile/Web; Gateway/PSP owners.

Keep latency and SDK changes in bounds, validate 3-DS/AVS behavior by cohort, and fail over safely with simulation and auto-rollback.

Data & Platform
Head of Data/AI, Payments Analytics, Platform Engineering.

Plug raw topics/tables—no semantic layer rebuild—compose agent checks, enforce RBAC/PII and approvals, and give teams a governed action layer they can operate.

“Bicycle AI closes the loop between data and action. We get real-time insights with full business context, helping us prevent revenue leakage, optimize settlement performance, and elevate the entire payments experience. Since adopting Bicycle AI, we’ve reduced anomaly detection time by over 60%, giving our teams more space to focus on strategic initiatives.”

— VP, Payments Program, Leading AR Provider

Use cases

Where Payments Teams See Value First

Gateway routing & failover

Detect when a route underperforms for a cohort and switch traffic safely. Guardrails prevent over‑routing and allow automatic rollback.

3DS friction & exemptions

Spot challenge spikes; apply Strong Customer Authentication (SCA) exemptions where valid; keep a tight audit for issuers and regulators.

AVS & address rules

When Address Verification Service (AVS) mismatches cluster by zip or carrier outage, relax rules for trusted users and time‑box the change.

Wallets & alternative payments

Track Apple Pay/Google Pay acceptance by app version and device; enable fallbacks when client‑side errors land.

Subscriptions & retries

Optimize dunning windows, soft retries and card updater usage by issuer and BIN. Measure incremental approvals, not just attempts.

Interchange & cost control

Lift interchange achievement without hurting approvals. Flag MCC/RII/config drift; propose changes with measured cost/benefit.

Latency & checkout health

Tie step latency and errors to abandonment for each payment method. Keep SDK versions and redirects in line.

Compliance & audit

Every change has a reason, owner, timer and rollback. Export a clean trail for finance, compliance and partners.

Why Bicycle

Stop Losing Revenue Between Dashboards and Gateways

When this happens…

Card approvals drop for one bank on iPhone

Address checks fail in a few ZIP codes

Mobile pay/digital payment acceptance dips after an app update

Traditional Dashboards (BI)

Averages look okay; the pocket is hidden.

Looks like a general decline.

Weekly line dips; root cause unclear.

Gateway/PSP consoles

Shows some redirect spikes; no dollar impact.

Error counts up; no guidance on change scope.

Gateway looks fine; wallet traffic unchanged.

App analytics & logs

Errors appear, but no next step.

Scattered failures in those regions.

Version v8.3.1 shows script errors.

Flags the exact pocket: Bank Y × iPhone. Shows dollars at risk and proposes routing to a healthier gateway, time-boxed and reversible.

Isolates the ZIP cohort and suggests relaxing the address check only for returning customers, for a short window, with auto-rollback.

Flags the app version cohort and recommends a safe backup: temporarily show standard card checkout when the wallet script fails; also opens a ticket to ship the fix.

Example

“Bank Y on iPhone failing extra bank verification; route to Gateway B. $84K protected.”

“Relax for 30 min; approvals up +12%; audit attached.”

“v8.3.1 wallet script error; show card checkout when wallet fails; hotfix issued.”

Sub verticals

Built for Your Entire Payments Ecosystem

Card Issuers & Digital Banks

See which banks drive authentication or token mismatches that cause false declines. Share clean evidence to speed resolution.

Payment Gateways & PSPs

Detect timeouts and extra verification steps. Reroute traffic to a healthier gateway and verify lift with rollback on standby.

Acquiring Banks & Merchant Acquirers

Spot fee downgrades and configuration drift. Surface the settings that protect approval rate and margins.

Buy‑Now‑Pay‑Later & Instant Credit

Catch approval dips or refund posting delays by provider and app version. Offer a backup payment option to keep orders moving.

Digital Wallets & Mobile Pay

Analyze OS and app version issues. When a wallet script fails, show card checkout automatically so the customer can still pay.

Payment Orchestration Platforms

Run continuous routing tests and health checks. Keep uptime high and approval rates stable across providers.

Card Networks & Scheme Operators

Correlate network policy changes with approval shifts. Guide precise configuration updates with a clear paper trail.

Merchant Aggregators & Marketplaces

Detect spikes in customer disputes or risky seller behavior early. Alert operations to protect take rate and customer trust.

Implementation & trust

Plug Into What You Have; Ship Value in Weeks

2–3 Weeks to First Insights

Use existing PSPs, gateways, risk tools and ticketing. No rip‑and‑replace.

SOC 2 Type II & Audit

Full audit trails; reversible changes; no model training on your data.

Works With Your Stack

Stripe, Adyen, Braintree and more; plus Jira, Slack and email for actions.

Frequently Asked Questions

What is Agentic Analytics for Payments?

Agentic Analytics goes beyond dashboards. Bicycle AI continuously analyzes real-time transactions, identifies what’s impacting approvals, costs, or performance, and autonomously takes corrective steps. The result: fewer leaks, fewer surprises, and payments that run at peak efficiency.

How does Bicycle AI differ from monitoring or BI tools?

Traditional BI and monitoring tools show what happened. Bicycle AI figures out why it happened — and what to do next. It isolates the exact driver behind an approval drop, decline spike, or routing failure, and then triggers the right fix through governed, auditable workflows.

Can Bicycle AI work with our existing payment systems?

Yes. Bicycle AI integrates directly with your payments ecosystem — gateways, acquirers, PSPs, orchestration platforms, tokenization, knowledge bases, streaming data pipelines, and cloud warehouses. Setup is low-code, event-driven, and fast, with no re-architecting of your existing stack.

How does Bicycle AI keep data secure?

Bicycle AI never trains on your data and is built with enterprise-grade safety. The platform is SOC 2 Type II certified and GDPR-ready, with every action permissioned, governed, logged, and reversible to meet strict payments and financial compliance requirements.

Who benefits most from Agentic Analytics?

Business, operations, engineering, and data teams that need proactive, data-to-action intelligence. Bicycle AI is built for merchants, PSPs, acquirers, BNPL providers, fintechs, and high-volume digital platforms that depend on real-time reliability and revenue integrity.

Ready to See What Bicycle AI Can Do for You?