TotalAgility:
DocAI Accelerators
Advance from slow custom model training to instant, accurate AI-ready data.
Training a new extraction model for every document type means pulling your best AI talent away from what actually differentiates your business, and waiting weeks or months before it's production-ready. Tungsten TotalAgility's DocAI Accelerators give you 300+ pre-trained, domain-specific models ready to use the moment you open DocAI Studio, delivering production-grade accuracy from day one with no training cycle. Skip the setup and put trusted, AI-ready data to work immediately, at no additional cost.
Why Pre-Trained Models Win
Three ways pre-trained extraction models outperform custom-built ones: higher accuracy from day one, faster time-to-value with no training cycle, and lower cost to run at scale by matching the right AI to each task.
Enterprise-Grade Accuracy
Trained on decades of experience with real-world documents, pre-trained models are purpose-built for your most common document types to deliver higher accuracy and straight-through processing from day one.
Faster Time-to-Value
Skip the training cycle. Pre-trained models are ready to use immediately, with no setup or configuration required, cutting implementation from months to minutes.
Lower Cost to Run at Scale
Apply the right AI for each task, using deterministic models for structured data and reserving generative AI only for what truly needs it, controlling cost at scale.
DocAI Accelerators Capabilities
Unlock 300+ Purpose-built Models
Get instant access to 300+ pre-trained models across industries, document types, and geographies, included in your TotalAgility license at no additional cost.
Work Directly in DocAI Studio
Pre-trained models show up as standard options when you set up a document type in DocAI Studio or the Transformation Designer, ready to configure and use.
Give Migrations a Head Start
Map existing document types to 300+ available models for a warm start on upgrades and migrations, so you rebuild less and move forward with more confidence.
Expand Anytime, Under One License
Add new document types and use cases anytime under your existing license, with no new procurement cycle required.
Where DocAI Accelerators Deliver Real-World Value
Banking & Financial Services Bank statements, tax forms (1040, W-2, 1099), pay stubs, and settlement statements (HUD-1)
Onboarding and credit decisions stall on manual document checks.
DocAI Accelerators cover core banking and financial documents, moving onboarding and account servicing faster with fewer manual touchpoints.
Insurance ACORD 1 (property loss) and ACORD 130 (workers' compensation)
New policies and claims are slowed by manual review of complex forms.
DocAI Accelerators cover ACORD forms for property loss and workers compensation, cutting turnaround without adding headcount.
Logistics & Supply Chain Bills of lading, air waybills, packing lists, certificates of origin, dangerous goods declarations, and commercial invoices
Shipping document delays lead to missed deliveries.
DocAI Accelerators cover shipping documents, customs and compliance paperwork, and invoices to keep every shipment moving with clean, reliable data.
Government & Identity National and regional IDs, passports, work authorization, SSN cards, utility bills, and equivalent identifiers
Agencies need fast, reliable document checks to meet compliance and security obligations.
DocAI Accelerators support national and regional IDs, passports, work authorization, and other identity documents across major global regions.
Analyst Recognition That Reinforces Results
Tungsten Automation has strengthened its position as a Leader in the Intelligent Document Processing (IDP) PEAK Matrix Assessment by making continued investments in pre-built solutions and document libraries for use cases in specific industries, such as financial services, insurance, and the government and public sector.
Frequently Asked Questions
How do I decide which document extraction models to use first?
Start with the highest return for the least operational disruption, for instance:
- Target high-volume, standard documents like invoices, statements, IDs, tax forms, and freight documents.
- Look for maintenance burden in custom IDP models (constant tweaks, brittle layouts, etc.)
- Prioritize wins you can ship fast to build confidence with stakeholders.
What pre-trained models are available?
Over 300 pre-trained models are available across industries and use cases. Examples include:
- Financial & tax documents (bank statements, pay stubs, tax forms)
- Logistics & trade (Bill of Lading, Air Waybill, Packing List, CMR)
- Insurance (ACORD forms)
- Identity (passports, national and regional IDs)
- Utilities (utility bills)
For a complete list of pre-trained models and details, please visit: https://docshield.tungstenautomation.com/DocLib/en_US/help/DocumentLibrary_Help/DocumentTypes/c_SupportedDocumentTypes.html
Where can I find DocAI Accelerators within TotalAgility?
Pre-trained models are included for all TotalAgility customers on release 8.104+.
Access them directly within TotalAgility's DocAI Studio or Transformation Designer; no separate installation needed.
How do pre-trained models improve accuracy?
Pre-trained models are purpose-built for specific document types, delivering optimized extraction from day one.
They reduce manual intervention by improving accuracy across the extraction process, compared to generic models that require tuning and validation.
How do DocAI Accelerators support governance and control?
Most pre-trained models follow predefined rules, so their extraction is consistent, documented, and easy to explain and audit.
Generative AI-based models are clearly labeled so teams know where probabilistic AI is used and can review, govern, and cost-manage those cases appropriately.
Are pre-trained models cost-effective compared to large language models?
Yes. Pre-trained models cost significantly less to run than general large language models for the same document processing task.
Most use deterministic AI (rules and templates) so they are fast, accurate, auditable, and cost-efficient at scale. A fully generative-only approach can cost much more than a hybrid architecture, because expensive LLM inference gets applied to tasks a pre-trained model solves in milliseconds. Tungsten reserves generative AI for problems that genuinely require it, and uses pre-trained models everywhere they deliver equal or better outcomes at lower cost.
Why pre-trained models instead of building in-house?
Customers increasingly consider building models in-house or through an internal AI center of excellence. However, your AI talent is finite.
Pre-trained models let you focus your best people on what makes your business unique, while Tungsten handles the document intelligence. Built and refined over decades across real-world document types, pre-trained models deliver production-grade accuracy from day one, without the weeks or months of effort typically required to build, train, validate, and maintain a custom model. Partner with Tungsten so your team can focus on what differentiates your business.
