B2B AI Automation & Production RAG Pipelines.
We engineer deterministic AI workflows, autonomous multi-agent pipelines, and enterprise RAG engines integrated with your core ERP/CRM databases with 100% auditability and zero hallucinations.
Deterministic Guardrails
Pydantic and schema-driven type validation that enforces business rules and eliminates hallucinations in transactional data.
Enterprise Hybrid RAG
Combining semantic vector search (pgvector, Qdrant) with sparse BM25 keyword matching for exact technical document retrieval.
ERP & Workflow Automation
Two-way integrations with ERP, accounting, and logistics systems for autonomous back-office task resolution.
Frequently Asked Questions About B2B AI Automation
How does production AI automation differ from simple ChatGPT wrappers?
A simple wrapper sends unvalidated prompts to a public API. Bliss Software production deployments include private vector databases (Qdrant, pgvector), hybrid BM25 search, deterministic schema validation (Pydantic/Instructor), and transactional idempotency — every database mutation is strictly validated and logged.
Where is company data processed? Does the AI train on our data?
We deploy solutions with a strict Zero-Retention guarantee. We use dedicated enterprise instances on Azure OpenAI / AWS Bedrock or self-hosted open-source models (Llama, Mistral) in your private VPC. None of your data or IP enters public training datasets.
Which B2B areas yield the highest ROI from automation?
Fastest ROI is observed in back-office invoice and order dispute processing, technical document compliance verification, L1/L2 customer support routing, and executive Text-to-SQL analytics assistants with guardrails.