LingoForge.
Agent orchestration
without the lock-in.
Build, fine-tune, and govern enterprise GPTs across every conversation surface — calls, video, chat, tickets, email, knowledge bases. Industry-tuned templates for BFSI, healthcare, manufacturing, hospitality, ecommerce. Ships with HaluMon guardrails out of the box.
Every enterprise asset. One semantic layer.
LingoForge ingests, indexes, and grounds AI agents on the messy reality of enterprise data — recorded calls, video transcripts, ticket histories, email archives, product docs, knowledge articles.
Build, govern, deploy — in one platform.
Multi-agent orchestration
Compose chains of specialized agents — retrieval, reasoning, action, validation. Native MCP support for enterprise tools (CRM, DMS, ERP).
Fine-tune in your environment
Bring your own data. Fine-tune Shakti or any open-weight model on customer infrastructure. No data leaves your firewall.
HaluMon-governed
Hallucination control built in. Confidence-based HITL routing. Full audit trails and reasoning traces.
TXTR document IDP
Out-of-the-box intelligent document processing for invoices, contracts, KYC, claims. Outperforms DeepSeek and Mistral OCR on Shakti-4B.
LLMOps lifecycle
Continuous monitoring, retraining, version control, scalable training pipelines. Production-grade by default.
Adaptive RAG + memory
Semantic memory with TTL per agent. Adaptive RAG strategies based on query type. No fragile prompt engineering.
Land. Expand. Scale.
Three-phase GTM motion — beachhead with enterprise CX, expand into platform licensing, scale into copilots and domain LLM authoring.
Beachhead
- →CX analytics & QA automation
- →Speech + LLM differentiation
- →Mid-to-large enterprises in India & APAC
Expansion
- →Platform licensing
- →OEM & white-label
- →US & Europe regulated markets
Scale
- →Enterprise AI copilots
- →Domain-specific LLM authoring
- →BPO & SI partnerships