Conversational AI

 LLMs

We work with a wide range of high-performing language models including GPT-class APIs, Claude, Gemini, Mistral, LLaMA, and multilingual models like ChatGLM, Baichuan, Yi, and InternLM. We also support domain-specific or use case-driven models such as Command-R, T5 / Flan-T5, and lightweight, regionally optimized models like MPT and Falcon.

Models can be integrated via API or deployed in private, hybrid, or on-prem environments using vLLM, TGI, or LLM Foundry, depending on your security and latency requirements. Our systems are built to scale as new model releases hit the market, with support for containerized rollouts and model versioning pipelines.

🔄 Frameworks & Orchestration

We design conversation flows and autonomous agents using LangChain, LangGraph, and other orchestration frameworks like CrewAI, AutoGen, Semantic Kernel, Haystack, and LlamaIndex or fully custom pipelines tailored to your use case.

Our systems support everything from structured prompt chains to multi-step, memory-enabled agents with document parsing, API access, tool use, and real-time reasoning. We implement ReAct-style planning, function calling, tool chaining, and retrieval-augmented execution across both custom environments and managed services like AWS Bedrock RAG, ensuring your agents adapt to real-world workflows, not someone else’s blueprint.

Vector Search

Our retrieval layer integrates with Pinecone, Qdrant, FAISS, and enterprise-ready options like OpenSearch, Amazon Kendra, and Bedrock RAG. Hybrid retrieval (semantic + keyword) is available for high-precision tasks across legal, HR, compliance, product discovery, and knowledge management.

We optimize vector search performance based on hosting needs (cloud, hybrid, self-hosted), and provide support for filtering, metadata tagging, and real-time document updates.

UI & Integrations

We build fast, responsive frontends using React, Streamlit, or custom embeddable widgets, fully tailored to your branding, workflow, and access model (web, mobile, internal dashboards).

We also integrate directly with CRMs, ERPs, task and comms tools: Slack, WhatsApp, Messenger, GoHighLevel, FollowUp Boss, Monday.com, ClickUp, Jira, Salesforce, Notion, Trello, HubSpot, Microsoft Teams, Asana, Google Workspace, and legacy systems via REST, SDK, or webhook.
Integrations are fully read/write capable. Your bot can send messages, update records, trigger automations, and log real-time interactions anywhere in your system.