AI AGENTS IN FINANCE
Dost wasn't built on OCR with templates for AI data extraction. It was built AI native from day one. Most automation tools start with OCR with templates for AI data extraction, wrapping a model on top. Dost was architected differently: AI native, line-item accurate, audit-ready, delivering structured data from document one. The reference for AI-powered AP automation.
How AI agents in finance evolved from OCR templates to true intelligent document processing.
THE OLD WAY
Traditional invoice OCR software scans pixels into characters and applies rules to interpret them. Every new vendor format becomes a new exception. Every exception is a manual fix. At scale, errors compound and so does operational risk.
THE BANDAGE
A generation of tools added AI on top of OCR pipelines. Better marketing, same structural fragility. The model understands language, not finance, and audit trails fragment across systems, leaving the compliance gap that auditors cannot accept. Not real AI ocr, just a bandage.
THE DOST WAY
Captures any document, any format, without templates and without training. When you need
a custom extraction field, upload a screenshot of the document zone and the agent generates the rules. Personalisation that used to require ML engineers becomes a 30-second action available to anyone on your team.
Most tools solve the visible part of the problem: reading a PDF and pulling out numbers. That's roughly 20% of what AP automation actually requires. The other 80%, ERP mapping, multi-entity logic, compliance, discrepancy detection, audit trail, vendor exceptions, is what separates a demo from a production system. That's what Dost is built for. Real AI-powered ap automation, not document capture in isolation.
Direct connectors to Oracle NetSuite, Microsoft Business Central, Sage and more. Real-time, bidirectional sync with your source of truth, not a CSV export. The connective tissue that turns invoice capture software into a real ERP accounts payable workflow.
Our Mapping Agent understands your GL structure, multi-entity logic and vendor exceptions. It learns from historical data and maps new documents automatically. An AI accounting assistant that adapts to your reality, not the other way around.
Build enrichment rules, equations and regex logic on the fly, no engineering tickets. Edge cases your team used to fix manually, deployed in seconds. Operational flexibility inside your invoice processing automation software.
Different entities, GL codes, VAT logic and languages handled in a single platform. Built for groups, not for workarounds. The kind of finance digital transformation a multi-country group actually needs.
GDPR-compliant, role-based access, encryption at rest and in transit. 100% audit log, data, document, user and workflow, inside the compliance perimeter. Audit-ready financial automation, not a bolt-on layer.
More vendors, entities, countries, volume. Dost keeps up. Designed for the company you're becoming, not just the one you are today. AI agents in finance that grow with your business.
We built internal AI agents that automate what Customer Success teams used to do by hand. The result is an onboarding 4× faster than industry standard, and a platform that adapts to your finance reality without an engineering ticket in sight. Real AI agents, in production, for AI-powered ap automation.
Drafts your mapping logic
Auto-assigns GL accounts, entities and complex multi-layer logic to invoice data. What used to be hundreds of CSV rows hand-built by CS is now generated automatically, humans only validate. An AI accounting assistant inside your workflow.
Handles edge cases without code
Lets your team create, test and deploy enrichment rules and equations in real time. No engineering cycles. No deploys. Operational flexibility where competitors offer rigidity. Agents in finance, where you need them most.
Reads anything, no training required
Add a custom extraction field by uploading a screenshot of the document zone you care about. The agent generates the rules. Personalisation that once required ML engineers, now done in seconds, with zero training. The next layer of AI data extraction inside Dost.
Every few months a new AI launch triggers the same question, whether it's ChatGPT, Claude, Gemini or any open source model. Here's the honest answer, from a company that actually uses all of them every day in our AI finance software.
General AI will get you 70% of the way. The last 30% is where the real work lives, the judgment calls, the exceptions, the moments where the wrong answer costs you more than doing it manually ever would. Domain-specific AI wins because it understands your pain before you explain it.
GENERIC AI SETUP
Limits of generic models in finance contexts:
✓ Works only with clean, simple documents
✓ Engineering effort required to connect to your ERP
✓ No built-in compliance or audit trail
✓ Each new vendor format becomes a manual exception
✓ Breaks under multi-entity / multi-language complexity
DOST — FROM DAY ONE
Dost is built for the 80% generic AI doesn't touch:
✓ Accurate AI invoice processing from the very first document
✓ Native ERP connectors out of the box, real ERP accounts payable integration
✓ No built-in compliance or audit trail
✓ Multi-entity, multi-language, multi-vendor, natively
✓ Scales without adding complexity to your team or your invoice processing automation software
What are AI agents in finance?
AI agents in finance are autonomous software components that handle specific finance tasks without manual intervention. At Dost, internal AI agents (the Mapping Agent, the Post-Processing Agent, the Data Extraction Agent) automate the business logic that comes after invoice capture: GL assignment, multi-entity rules, enrichment, and custom field extraction. These AI agents replace the manual work Customer Success teams used to do by hand during onboarding, making the rollout 4× faster than industry standard.
What's the difference between AI OCR and traditional invoice OCR software?
Traditional invoice OCR software scans pixels into characters and applies template rules to interpret them. Every new vendor format becomes an exception. AI OCR software combines optical character recognition with AI that understands document context, GL structure, and finance logic. Dost goes further: it is AI native, not OCR with a layer of AI on top. It reads at line-item level and maps to your ERP from document one.
What is AI data extraction and intelligent document processing?
AI data extraction is the automated identification and structuring of fields inside a document. Intelligent document processing goes one step beyond: it adds context, business rules, and learning from prior documents. Dost performs both as part of its core platform, with audit and compliance woven in at the architecture layer.
What is AI-powered AP automation?
AI-powered AP automation is the use of artificial intelligence to handle the full accounts payable workflow: capture, extraction, GL mapping, approval routing, reconciliation, and ERP posting. Dost was designed AI native from day one, with AI invoice processing accurate from document one and AI-powered ap automation built for multi-entity, multi-country complexity.
Is Dost's Mapping Agent an AI accounting assistant?
Yes. The Mapping Agent functions as an AI accounting assistant: it auto-assigns GL accounts, entities and complex multi-layer logic to invoice data, learning from your historical mappings. What used to be hundreds of CSV rows hand-built by Customer Success is now generated automatically. Humans only validate. The same approach extends across the other agents in finance Dost operates.
Is Dost just invoice capture software?
No. Capture is roughly 20% of what AP automation actually requires. The other 80% (ERP mapping, multi-entity logic, compliance, discrepancy detection, audit trail, vendor exceptions) is what separates a demo from a production system. Dost is a complete invoice processing automation software platform, not invoice capture software in isolation.
Can a generic AI like Claude, GPT or Gemini replace dedicated AP automation software?
Generic AI gets you about 70% of the way there. The remaining 30% (edge cases, judgment calls, ERP logic, compliance, audit trail) is where domain-specific AI wins. General models don't know your GL structure, your vendor exceptions or your ERP. Dost reads at line-item level, maps to your ERP and detects discrepancies accurately from the very first invoice. Built for AI-powered ap automation, not for everyone.
How does Dost support finance digital transformation?
Dost is the financial automation layer for groups going through finance digital transformation. It handles AI invoice processing, multi-entity logic, multi-language, native ERP integration with Oracle NetSuite, Microsoft Business Central and Sage, plus a 100% audit log inside the compliance perimeter. The result: complexity handled natively, without workarounds, ready to scale with the company you're becoming.
Our clients live in the Microsoft universe and we were looking for an AP solution that would truly integrate — no friction, no custom development. Dost delivered exactly that. What surprised me most was the speed: very quickly we had our first clients up and running. The partner team is with you every step of the way.
At FeedbackGround we support growing companies and we’re always looking for the best tools to complete our offering. Dost fitted perfectly: AP automation ready to connect with SAP, no unnecessary complexity. It’s not just a technical integration — it’s a partner you genuinely enjoy building with.
We’ve been implementing Sage 200 for over a decade and we know where mid-sized finance teams struggle. When we discovered Dost, it was immediate: this is what our clients have been asking for without knowing it. Today we offer it as a natural part of our proposal — our clients eliminate the manual work that frustrated them most, and we close projects with a recurring revenue component we didn’t have before.
With Dost, what took 9 days is now done in just 3. Our team can focus on higher-value tasks.
The impact has been enormous. Dost helped us completely change the approval flow. The financial team is happy to no longer manage invoices manually.
What surprised me most about Dost was their ability to adapt to our specific requirements. We didn't have to change our processes; we just had to improve them.
What used to take our team an entire week now happens in minutes — and nobody needs to check anything twice.
Dost gave us something we'd never had before: clean month-end closes and data we can actually trust.
With Dost, what took 9 days is now done in just 3. Our team can focus on higher-value tasks.
The impact has been enormous. Dost helped us completely change the approval flow. The financial team is happy to no longer manage invoices manually.
What surprised me most about Dost was their ability to adapt to our specific requirements. We didn't have to change our processes; we just had to improve them.
What used to take our team an entire week now happens in minutes — and nobody needs to check anything twice.
Dost gave us something we'd never had before: clean month-end closes and data we can actually trust.
At FeedbackGround we support growing companies and we’re always looking for the best tools to complete our offering. Dost fitted perfectly: AP automation ready to connect with SAP, no unnecessary complexity. It’s not just a technical integration — it’s a partner you genuinely enjoy building with.
We’ve been implementing Sage 200 for over a decade and we know where mid-sized finance teams struggle. When we discovered Dost, it was immediate: this is what our clients have been asking for without knowing it. Today we offer it as a natural part of our proposal — our clients eliminate the manual work that frustrated them most, and we close projects with a recurring revenue component we didn’t have before.
Our clients live in the Microsoft universe and we were looking for an AP solution that would truly integrate — no friction, no custom development. Dost delivered exactly that. What surprised me most was the speed: very quickly we had our first clients up and running. The partner team is with you every step of the way.
