Meet “Reconify”: How AI Agents Are Transforming Accounts Payable
For years, Accounts Payable (AP) has been synonymous with mountains of paper, endless data entry, and the constant, nagging fear of error. Traditional automation—think OCR that needs to be “taught” a new template for every vendor—promised a revolution but often just replaced manual typing with data scrubbing and exception management.
We’ve moved beyond that.
Welcome to the age of Agentic AP, powered by ISN.ms Reconify.
Today, we’re unveiling a complete reimagining of the AP process. It’s not just “automation”; it’s autonomy. It’s about deploying highly capable, specific AI Agents that work, think, and solve problems like your best AP clerks, only with infinite scalability and tireless precision.
Let’s walk through the new ISN Agentic Core and meet the digital teammates that are making traditional AP obsolete.
The New Architecture: Autonomy at Every Step
We didn’t just build a smarter scanner. We built an end-to-end intelligent system that places an “AI reasoning layer” over your entire AP workflow, connecting your inbox to your ERP.
The process flows seamlessly, orchestrated by the ISN Agentic Core.

Here’s who’s working for you in this new core:
1. The Capture Agent: Goodbye, Templates. Hello, Context.
Traditional AP software is fragile. It breaks if a vendor moves the invoice total two inches to the left. The Reconify Capture Agent is different. It doesn’t rely on brittle templates. Using advanced LLM-based data extraction, it reads an invoice like a human does. It understands the context.
Whether an invoice arrives via email, a web portal, or is a wrinkled, physical scan, the Capture Agent finds the data it needs. It instantly knows the difference between a subtotal and a grand total, can identify line items, and is always “context-aware” of the document it’s reading.
2. The Matching Agent: True 3-Way Match, Mastered.
Once data is captured, the heavy lifting begins. Historically, matching an invoice to a purchase order (PO) and a receiving report (GRN) is a massive manual bottleneck. The Reconify Matching Agent takes over.
This agent is tasked with autonomous 3-Way Matching. It reaches into your system of record, finds the matching PO and GRN, and confirms that what you’re being billed for is exactly what you ordered and exactly what you received. It applies intelligent “Fuzzy Matching & Variance Logic” to handle slight, acceptable differences in price or quantity, only escalating real issues.
3. The Exception-Resolution Agent: The Brain of the Operation.
This is where the agentic approach truly shines. If a match isn’t found (for instance, a shipping charge was added, or a price changed without notice), a traditional system simply stops and pings a human. This creates backlogs and confusion.
The Reconify Exception-Resolution Agent takes the initiative. When an exception is flagged, it doesn’t just ask for help; it investigates. It can review historical vendor behavior, cross-reference pricing tables, and, if necessary, automatically draft a polite, professional email to the vendor requesting clarification or a revised invoice—all complete with the reasoning for the query.
Your AP team isn’t managing data; they are managing resolutions.
4. The Execution Agent: Finalizing the Deal.
Finally, when an invoice is fully matched or an exception has been resolved, the Reconify Execution Agent completes the loop. It automatically GL-codes the invoice based on historical patterns and project codes, pushes the structured data directly into your ERP Ledger, and schedules the optimized payment—maximizing cash flow and capturing early-payment discounts.
The Human in the Loop: From Clerk to Analyst
The most critical part of the Reconify ecosystem is that we aren’t removing humans; we’re elevating them.
When the Exception Agent encounters a truly unique issue that requires judgment, it escalates to the Human-in-the-Loop. An AP analyst can review the agent’s findings and make the final decision. But this isn’t just about making one correction. The agent observes the human’s action and uses that feedback to learn. The next time a similar issue arises, the agent handles it autonomously. The system grows smarter and more useful every day.
The Next Level: Agentic, Non-Intrusive Integration
Perhaps the best part about ISN Reconify is that it doesn’t require a costly, painful “rip-and-replace” ERP implementation. Reconify is an intelligent layer that works with your existing systems. It integrates deeply and securely with leading platforms like Microsoft Dynamics 365, Sage, SAP, and Oracle. You keep the ledger you know, but you supercharge it with agentic power.
The future of AP is not automation. It’s autonomy.
Are you ready to move from managing paper to managing profit? It’s time to meet ISN Reconify. Let’s build the future of AP, together.