Introducing a hybrid approach to using Document AI and GenAI
PHOENIX Plus Brings ABBYY-Optimized GenAI into Your Established Document Processing Pipeline
Slavena Hristova
September 28, 2026
Loading component...
Frequently asked questions
What is PHOENIX Plus?
PHOENIX Plus is ABBYY's native generative AI capability for the ABBYY Document AI platform (Vantage). ABBYY selects, optimizes, and manages the underlying models specifically for document processing. You consume the capability and its outputs without needing to evaluate, select, or maintain the foundation model yourself.
How is PHOENIX Plus different from BYOM (Bring Your Own Model)?
With BYOM, you connect a third-party LLM of your choice, such as OpenAI, Google Gemini, Anthropic Claude, or Mistral, through the prompt-based activity. You control the model selection and manage the provider relationship. With PHOENIX Plus, ABBYY manages the model end-to-end: hosting, optimization, and quality. Your data stays within ABBYY's hosting environment and is not retained after results are returned.
What does "production-ready GenAI" mean in the context of document processing?
Production-ready GenAI means the model operates inside a governed IDP pipeline, not as a standalone tool. PHOENIX Plus works within Vantage's document processing workflow, alongside deterministic extraction, validation rules, confidence scoring, human-in-the-loop review, and full traceability back to the source document. That structure is what makes GenAI outputs reliable and auditable in real business processes.
What is zero-shot extraction and when should I use it?
Zero-shot extraction lets PHOENIX Plus extract structured data from document types it has not been trained on, using prompts to define the output schema rather than labeled training data. It is best suited for unseen documents, long-tail document types, and highly variable layouts where building or retraining a dedicated skill is not practical or cost-effective.
Does PHOENIX Plus replace existing ABBYY’s Document Skills?
No. PHOENIX Plus extends ABBYY's hybrid approach rather than replacing it. Where a pre-trained or custom skill already performs well, you keep it. PHOENIX Plus applies where greater flexibility is needed, such as highly variable fields, unstructured text, or document types without an existing training set. The goal is to use the right technology for each task.
Where is my data processed when I use PHOENIX Plus?
PHOENIX Plus runs within ABBYY's hosting environment, in the same region as your Vantage data. ABBYY does not retain document content or model responses after the result is returned to Vantage. Content processed through PHOENIX Plus is not shared with other customers or used to train external foundation models without your explicit permission.
What types of documents and industries benefit most from PHOENIX Plus?
PHOENIX Plus is well suited for documents with variable layouts, unstructured content, or complex free-form text that deterministic extraction alone cannot handle reliably. Applicable use cases span financial services (loan applications, financial statements, KYC documents), healthcare (clinical notes, insurance claims), logistics (bills of lading, customs documents), and legal or compliance-critical workflows requiring both flexibility and auditability.
Can I use a different LLM together with Vantage?
Yes. ABBYY Vantage supports BYOM, which allows organizations to connect and control their own large language model within the platform.
Supported model providers include Anthropic, Google AI Studio (Gemini), Microsoft Foundry, Mistral AI, or OpenAI ChatGPT. PHOENIX Plus serves as ABBYY's managed GenAI option for teams that prefer a fully optimized, production-ready path without managing a foundation model themselves. Both options integrate into the same Vantage pipeline, giving organizations the flexibility to choose the approach that best fits their infrastructure, compliance requirements, and operational preferences.






