Semantic Search Beyond Embeddings and Vector DB
When solving traditional problems like prediction and classification...
We build intelligent systems that work — not just demos that impress. Our solutions prioritize engineering discipline, heuristic design, and selective use of AI, in that order.
We’re trusted by industry-leading enterprises and global-scale platforms where AI transformation — from research to purpose-built agents to architecture — semantic search infrastructure that delivers at scale.

We’re on a mission to make agentic AI practical, powerful, and affordable — by putting engineering and heuristics first, and AI exactly where it counts.

To lead AI transformation by delivering engineered agents and intelligent systems — built on a foundation of engineering, heuristics, and selective AI — all at an accessible and cost- effective scale.
Modular, goal-driven systems built with control and composability
Custom-tuned language models tailored for domain-specific tasks.
Proven expertise in using custom Domain-Specific Languages to achieve cost effective agents.
Eval is a critical part of each solution that we build.
Collaborating with Agent Boutique AI has been essential to our efforts in developing and integrating advanced AI features across our suite of media-focused products. This partnership has enabled us to address complex challenges in Visual Analysis, Visual Understanding, Agentic AI, and beyond, accelerating innovation and delivering reliable, high-quality solutions. Their ongoing support has allowed us to expand our experimentation and deliver effective, high-quality AI solutions with both precision and agility. Looking ahead, we are excited to continue building on these achievements, exploring new AI-driven opportunities, and setting benchmarks for excellence in the Media and Entertainment industry.
Brought an enterprise search from Level 4 to Level 2 within a couple of months.
Brought AI transformation to our client by researching replacing some of the SaaS AI services that they use at 1/40th of the cost.
This is our in-house AI assistant, "Donna", who assists with our non-tech jobs like letter prep, reminders, etc.
Amidst a journey of building a good foundation in diverse software skills and drafting,writing and working towards publishing a novel.Enjoys exploring storytelling through different mediums such as movies,web series,games,anime,manga,novels.
Figuring things out one experiment at a time, learning, building, and breaking stuff along the way. When he’s not tinkering, you’ll find him gaming, reading, or proudly enjoying the custom PC he recently built.
Software engineer and part-time ML grad, known for his focus and steady commitment to solving problems.
15+ years of industry experience with 6+ years in enterprise Al - leading transformations at a Big Four and a Big Three, and currently driving the Al journey for a global media giant. Past roles include working with leading Al product companies such as H2O.ai. Also guiding startups on their Al paths and running labs with IIT-M collaborators to solve agentic Al challenges.
When solving traditional problems like prediction and classification...
Almost everyone in the LLM space would have heard about MCP...
Search is an inevitable part of any enterprise application...