The Autonomous AI Accounts Receivable Execution Stack
Replace manual dunning, missed debtor replies, and awkward collection calls with a closed-loop, intelligent AR system. Engineered from the ground up for modern B2B finance teams.
Sub-second tone modulation across 5 escalating psychological stages.
Deterministic contact barriers eliminate debtor spamming.
Cryptographic /i/:token links eliminate password friction for debtors.
Protects domain sender reputation with automated multi-channel failover.
Autonomous Capabilities Breakdown
Each capability functions autonomously or integrates into your existing accounts receivable workflow.
5-Stage AI Tone Escalation Cadences
Stack: Groq LLaMA 3.1 8B + 20-Hour Idempotency Guard
Replaces static, repetitive dunning templates with generative LLaMA 3.1 8B intelligence. Cadences smoothly transition through 5 stages: Friendly Reminder (1–7d), Firm Notice (8–14d), Serious Demand (15–21d), Stern Executive Notice (22–30d), and Stage 5 Legal Hold (31+d) with strict human approval gates.
- Dynamic prompt interpolation referencing debtor's exact balance and aging
- Strict 20-hour idempotency guard eliminates debtor spamming
- Automatic Stage 5 Legal Stop halts outreach pending human review
Automatic Inbound Reply Catch & Dispute Triage
Stack: FastAPI + NLP Sentiment Classifier + Human-in-the-Loop
When debtors reply with scope disputes, incorrect invoice amounts, or broken deliverables, Jaktra's NLP classifier detects the sentiment, freezes further automated reminders to prevent harassment, and drafts an intelligent response for finance review.
- 4-way intent classification: dispute, question, promise, or unclear
- Immediate cadence pause halts embarrassing automated follow-ups
- Suggested reply drafting saves AR teams 10+ hours per week
1-Click B2B Payment Links & Zero-Login Portal
Stack: Cryptographic SHA-256 Tokens + Instant Statement Sync
Traditional customer portals experience heavy drop-off because debtors forget credentials. Jaktra generates cryptographic, time-limited token links (/i/:token) that allow debtors to review invoices, download statements, and settle instantly with zero account setup.
- Zero account creation or password friction for debtors
- Instant Razorpay checkout (Cards, UPI, NetBanking, Virtual Accounts)
- Real-time Statement of Account (SOA) and invoice PDF download
Structured B2B Payment Plans & Installment Engine
Stack: PostgreSQL State Engine + Dynamic Payment Schedules
Instead of forcing an insolvent debtor into total delinquency or costly litigation, offer customized installment schedules directly through their secure portal. Automates milestone tracking and payment reconciliation.
- Debtor self-selects weekly or monthly installment milestones
- Automatic reminder cadence tied to individual installment due dates
- Instant status update when payments clear via webhooks
Predictive Delinquency Risk Scoring & Prioritization
Stack: Python ML Scorer + Multi-Variable Delinquency Heuristics
Identifies which debtors are sliding toward default before 60+ days elapse. Combines invoice aging, balance concentration, historical payment velocity, and communication response latency to assign actionable risk tiers (Low, Medium, High, Critical).
- Dynamic risk score recalculation upon every payment or communication event
- Automated prioritization of high-risk collections in the Agent workspace
- Actionable recommendations: prompt installment offer or executive call
Predicted default in 24 days based on payment history.
Billing Email Deliverability & Domain Protection (DLQ)
Stack: Dead Letter Queue + SendGrid / Resend / AES-256 SMTP
Never burn your domain sender score. If SendGrid experiences a hard bounce or rate limit, Jaktra's Dead Letter Queue catches the failure, triggers exponential backoff, fails over to backup providers (Resend, custom SMTP), and trips a circuit breaker after 3 consecutive failures.
- Automatic multi-channel failover across SendGrid, Resend, and SMTP
- 3-drop circuit breaker automatically blocks faulty debtor emails
- AES-256-GCM encryption for all tenant email credentials
How Jaktra's Autonomous AR Loop Works
Predictive risk scoring, generative dunning, dispute triage, and debtor settlement operate in one unified loop.
Ledger Ingestion & ML Risk
Invoices sync via REST API or CSV. Python ML assigns risk tiers (Low, Medium, High, Critical) based on debtor payment velocity.
5-Stage Contextual Escalation
Generative Groq LLaMA 3.1 adapts tone from gentle reminders to executive notices while enforcing 20-hour anti-spam barriers.
Tokenized Settlement & Plans
Cryptographic /i/:token links let debtors inspect live statements and pay via Razorpay or commit to milestone installment schedules.
NLP Dispute Triage & Sync
Replies stating billing disputes freeze active cadences immediately. Real-time webhooks update your accounting ledger automatically.
Frequently Asked Technical Questions
Technical and operational details on how Jaktra automates B2B collections safely and securely.
Explore More Solutions & Research
Compare Jaktra against alternative AR platforms or explore industry use cases.
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Industry Solutions →
Sector-specific collections playbooks for B2B SaaS, manufacturing, and staffing.
Research & Tools →
Countback DSO mathematical guides, working capital calculators, and scripts.
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