Tactical Tensors designs and engineers production AI systems: multimodal agents, LLM applications, recommendation engines, computer vision and predictive models. We take you from the first question to a system your business runs on.
Built by engineers and product leaders from
Every company now has access to powerful models. Few have the engineering, data foundations and product judgment to turn them into systems that work every day.
We close that gap. We start with what your business needs to accomplish, then choose the model, the architecture and the workflow that will get it there.
Agents that read text, images, documents, audio and video, then use your tools to finish the job.
Explore agentsRetrieval, fine-tuning, guardrails and evaluation that turn foundation models into business tools.
Explore generative AIPersonalized discovery that connects people with the right products, content and services.
Explore recommendationsImage, video and document understanding that turns visual data into structured, searchable information.
Explore computer visionEntity-level sentiment, topic discovery and text analytics across millions of conversations.
Explore NLPChat and voice assistants that connect directly to bookings, tickets and service workflows.
Explore conversational AIForecasting, anomaly detection and decision support for operations, finance and retail.
Explore predictive AIThe pipelines, serving, monitoring and evaluation that keep AI reliable after launch.
Explore MLOpsOpportunity assessments, roadmaps and product leadership that decide what is worth building.
Explore AI strategyOur team has shipped AI and engineering work across retail, consumer apps, marketplaces, enterprise software, healthcare and financial intelligence.
A consumer AI app combining story generation, illustration and narration. Designed, built and run by Tactical Tensors.
Read the projectProduct and recommendation work behind a shoppable video feed for one of India's largest marketplaces.
Entity-level sentiment and narrative tracking across social conversations about public markets.
A messaging concierge that answers guest questions and routes service requests without a call to reception.
Computer vision that tags products automatically and lets shoppers search with a photo.
NLP that extracts entities and relationships from medical literature and clinical records.
Classical ML, deep learning, computer vision, NLP, generative and multimodal systems.
We build for scale, reliability and clean integration from day one.
Consulting, marketplace and founder experience shape which problems we solve and how we measure success.
One team from discovery and architecture through deployment and optimization.
Proprietary APIs, open-weight models, custom architectures or a simple regression: whatever fits the problem.
Latency, cost, privacy, security, monitoring and human oversight are designed in from the start.
We map the problem, the workflow and the data, and agree on measurable success criteria.
We evaluate approaches, design the system and test the riskiest assumptions early.
We build the models, applications, integrations and infrastructure.
We measure real-world performance and keep improving accuracy, speed and cost.
You bring the business challenge. We bring the AI depth, engineering and product thinking to solve it.