Build GenAI agents grounded in your enterprise knowledge

Simform’s ThoughtMesh accelerator provides a visual low-code/no-code environment for building AI agents, chatbots, and multi-agent workflows. Connect agents to enterprise knowledge and operational systems, then deploy them securely across managed cloud, self-hosted, or hybrid environments.

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Challenges slowing down GenAI adoption 

GenAI initiatives often lose momentum when teams have to assemble the data, orchestration, integration, and deployment foundation for every new use case. ThoughtMesh provides a reusable foundation for moving agent workflows from early experimentation into secure enterprise environments. 

Data silos and readiness gaps

Enterprise data is often siloed, unstructured, or inconsistently tagged, making it hard to prepare for vectorization or downstream LLM use.

Inconsistent RAG outcomes

Off-the-shelf RAG setups frequently produce irrelevant or low-confidence answers due to poor source ranking or lack of validation.

Time-to-value delays

Custom or multi-agent experiments can take months before showing tangible results, slowing down ROI and competitive advantage.

High costs and inefficiencies

Lack of standardization and duplicated development efforts inflate bills, increase maintenance overhead, and limit scalability.

How ThoughtMesh helps

ThoughtMesh provides a reusable path from enterprise knowledge to production-ready agent workflows. Teams can prepare business information for retrieval, design workflows visually, connect agents to operational systems, coordinate specialized agents, and deploy them through the model that fits their security and infrastructure requirements.

Prepare enterprise knowledge

Bring structured and unstructured information into reusable knowledge bases that agents can retrieve from. ThoughtMesh prepares content for semantic search by processing it into AI-ready formats and storing the relevant context in vector databases.

Design agents visually

Build chatbots, single-agent workflows, and multi-agent systems through a visual drag-and-drop interface. Reusable templates and prebuilt components help domain teams participate in workflow design without requiring engineering teams to code every interaction from the beginning.

Connect models and systems

Integrate agents with LLM providers, enterprise data sources, APIs, databases, and business applications. Tool-calling capabilities allow agents to retrieve information and perform actions within operational workflows, while memory management maintains context across interactions.

Orchestrate agent workflows

Coordinate specialized agents across connected tasks such as classification, information retrieval, validation, and action execution. Retrieval-augmented generation grounds their responses in enterprise knowledge, helping workflows produce more relevant and context-aware outputs.

Deploy and operate securely

Run agent workflows through managed cloud, self-hosted, or hybrid environments based on your infrastructure and data requirements. Built-in access controls, secrets management, encryption, autoscaling, and failover support secure and reliable operation as adoption grows.

The ThoughtMesh framework for enterprise GenAI

Turn GenAI initiatives into reusable enterprise capabilities

ThoughtMesh accelerates your GenAI journey by eliminating integration hurdles, compressing development time, and providing a no-code platform to build, supervise, and scale intelligent agents across your enterprise.

Faster shipper and driver experiences

Faster implementation at lower cost

Reduce GenAI development time by up to 80% with visual workflows, reusable templates, and prebuilt components—enabling domain teams to shape workflows while engineering governs integrations and deployment.

audit ready dr posture

Reliable and trustworthy outputs

Adopt GenAI with confidence. ThoughtMesh reduces hallucinations and inconsistent answers, giving businesses accurate, traceable outputs they can rely on for real decisions.

Thoughtmesh Enterprise Ready Architecture

Broader enterprise adoption

Use the same foundation for customer-service agents, enterprise knowledge assistants, business-process automation, employee-support bots, and compliance workflows.

See ThoughtMesh in action.

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