Netfira’s Approach to AI in Intelligent Document Processing (IDP)
Artificial Intelligence (AI) has transformed what’s possible in intelligent document processing. Tasks once thought to be unscalable – like extracting data from PDFs and emails – can now be automated with reliable accuracy. But in a rapidly evolving market, not all AI implementations are created equal. It’s critical for businesses to understand how different approaches work and which are best suited to the reliability and precision required for B2B transactional documents.
When it comes to the processing of transaction documents, data quality is paramount. Highly granular control over document workflows – down to the routing and handling of each individual attribute – places exceptional demands on data quality. In environments where processes are tailored to specific trading partners, even minor inconsistencies in extracted data can disrupt automation. Meeting these requirements has shaped how some providers approach Intelligent Document Processing (IDP) and the role of Artificial Intelligence within it.
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AI in IDP: What's Common - and What’s Often Misunderstood
Many IDP providers promote an “AI/OCR” (Artificial Intelligence / Optical Character Recognition) approach. This technique uses OCR to digitise a transaction document, then machine learning to recognise and extract fields such as order numbers or invoice totals. The systems initially are prone to errors, then learn and improve over time as more documents are submitted and corrected. These corrections feed into the algorithm’s prediction engine and inform the “confidence” of each operation, communicating how likely it is that each field has been extracted correctly.
While this can work for general document processing, it has several drawbacks – especially for business-critical use cases. Reaching high accuracy can take hundreds of corrected documents. Confidence scores are never absolute, and the process is inherently always uncertain. Businesses are left relying on a “black box”: a system that makes probabilistic guesses but offers limited transparency or control.
Netfira’s AI: Transparent, Targeted, and Built for Control
Netfira takes a different approach. Instead of using AI to make predictions and slowly “learn” document structures over time, Netfira uses AI to assist users in building deterministic, low-variance document automation. A deterministic, low-variance system follows a fixed, transparent set of rules or models and produces predictable, repeatable and stable results. At the core is the concept of a connection – a defined set of learnings capable of processing one document type from one specific trading partner.
AI is used intelligently during the setup process to identify the required attributes and create a connection instantly. The user also has the option to validate the marked attributes to ensure the connection is 100% accurate before going live. From that point on, the system runs with full automation – no need for retraining, confidence scores, or ongoing guesswork.
When something changes -such as a new document layout or an edge case – or in the event an AI-created connection misses as attribute, the user can quickly provide feedback. The AI applies that feedback to repair and maintain the connection, rather than incrementally influencing an opaque model. This allows Netfira to avoid the “black box” problem entirely and give users full transparency, control, and predictability.
Built for the Realities of Procurement and Finance
Netfira’s approach is ideal for teams dealing with structured but high-stakes documents like purchase orders, order confirmations, and invoices. These aren’t documents you want to get “probably right.” You want full confidence from day one—and a system that’s easy to understand, troubleshoot, and control.
How the Netfira Platform Processes Transaction Documents – 2 Examples
Netfira’s approach to AI in Intelligent Document Processing combines predictability and reliability with flexibility. The Platform can handle diverse scenarios and use cases, for example:
Shipping Notices
The Platform can process a shipping notice that contains items across multiple purchase orders. It extracts all relevant attributes, including packages or items with split or combined quantities. Where needed, it can create pseudo-items or pseudo-packages and link package information back to the shipping notice items. Once the data is organised, the Netfira Platform validates it against the corresponding purchase order.
Purchase order confirmations:
The Netfira Platform uses built-in business logic that incorporates data transformation, enrichment, and tolerance handling. This enables it to manage supplier-specific variations such as different material numbers, mappings, or multiple units of measure. It can also perform automatic conversions where required. Tolerances can be defined at the supplier and material level, ensuring precise handling of purchase order confirmations.
AI in Intelligent Document Processing: Two Models, Two Outcomes
Approach | AI-OCR Model | Netfira’s Connection Model |
Setup | Requires ongoing training and correction | One-time setup with AI-assisted attribute identification |
Accuracy | Improves over time via confidence scores | High accuracy from the start through user-validated connections |
Transparency | Low – relies on probabilistic “black box” predictions | High – user-defined logic, no confidence guessing |
User Involvement | Repetitive corrections across many documents | Targeted feedback only when something changes |
Scalability | Slower to scale with high accuracy | Scales efficiently across partners and documents with consistent automation |
Best for | Low-risk or high-variation documents (e.g. forms, internal notes) | Business-critical documents with structured formats and compliance requirements |
Conclusion : Netfira's AI in document processing
Netfira uses AI where it makes the most impact – during setup and exception handling – not as a substitute for critical business logic. By avoiding black-box models and focusing on flexible, transparent workflows, Netfira helps businesses automate with confidence, not uncertainty. The result is a system that’s practical, precise, and built for the real-world demands of modern procurement and finance teams.
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