AI is Good — since 2018

Intelligence, engineered to ship.

Generative & Agentic AI for the enterprise — chatbots, RAG, autonomous agents, automation, LLM fine-tuning and MCP infrastructure. Built for India, the USA, Canada, France and the UAE.

Our conviction

AI is good — when it's grounded, guarded and shipped.

We're an AI research institute that builds production systems, not demos. Every deployment is grounded in your knowledge, wrapped in guardrails, measured by evals — and live in weeks, not quarters.

The AI stack we build on

Frontier models. Open-source power. Agent-grade infrastructure.

We engineer client systems on the tools that actually ship AI — frontier LLMs, open-weight models, vector databases, agent frameworks and orchestration. Your stack, assembled by people who build with it every day.

ClaudeOpenAIGemini · GemmaLlamaMistralHugging FacePyTorchOllamaLangChainLangGraphClaudeOpenAIGemini · GemmaLlamaMistralHugging FacePyTorchOllamaLangChainLangGraph
LlamaIndexPineconeWeaviateChromaQdrantMCPn8nTemporalvLLMCloudflareLlamaIndexPineconeWeaviateChromaQdrantMCPn8nTemporalvLLMCloudflare
Frontier & open-weight LLMsVector databases & RAGAgent frameworksMCP & orchestrationEdge & cloud deployment

What we build — keep scrolling

Converse.

Assistants that sound human, stay on brand and close the loop.

AI Chatbots
Retrieve.

Answers grounded in your documents — cited, current, correct.

RAG Chatbots
Act.

Autonomous agents that plan, use tools and finish the job.

AI Agents
Automate.

The repetitive work your team shouldn't be doing — handled.

Routines & Automation
Refine.

Models tuned on your data — your domain, your formats, your rules.

LLM Fine-Tuning
Connect.

One open standard plugs your systems into every AI agent.

MCP Servers & Clients

Why HERE AND NOW AI

Research-grade thinking.
Production-grade delivery.

  • Frontier models, appliedClaude, GPT and open-weight models — matched to your use case, not the hype cycle.
  • Reliability firstGuardrails, evals, tracing and human-in-the-loop wherever the stakes are real.
  • Security & complianceGDPR, PIPEDA and data-residency aware architectures, by design.
  • Measured ROIWe start from your highest-value use case and prove impact with numbers.
Caramel, the HERE AND NOW AI assistant

Meet Caramel

Our brand AI assistant

2018

building AI

5

countries served

7

core capabilities

3–6 wks

to first launch

Discovery workshop → rapid prototype → production build → evals & monitoring. One team, end to end.

Where we work

Five markets. One standard.

FAQ

Questions, answered.

We build custom AI solutions end to end: AI chatbots, RAG (retrieval-augmented) chatbots, autonomous AI agents, intelligent workflow automation and routines, LLM fine-tuning and custom model development, and Model Context Protocol (MCP) servers and clients — from strategy to production deployment.

We deliver AI development services to clients in India, the USA, Canada, France and the UAE (including Dubai and Abu Dhabi), with dedicated time-zone overlap and region-specific compliance such as GDPR, PIPEDA and the UAE PDPL.

We are an AI research institute founded in 2018 that ships production-grade systems — not demos. We combine deep engineering, the latest models like Claude and GPT, and rigorous guardrails, evaluation and observability.

A focused first deployment — a chatbot, a RAG assistant or a workflow automation — typically goes live in 3–6 weeks depending on integrations and scope.

Let's build what's next.

A free 30-minute consult. We'll map your highest-ROI AI use case and show you exactly how we'd ship it.