
This feature is for you if:
Constant manual context feeding means you're always copying and pasting information into your LLM (Large Language Model)
You never get the full overview because context windows limit how much information you can provide at once
You simply don't have access to your own data scattered across multiple platforms or systems
Comparing data from different sources requires manual exports and complex spreadsheet gymnastics
Excel and dashboards can't search for anomalies, make solid predictions, or generate forecasts at the data level
You dream of having a solid data foundation to run automated processes and combine agents to do tasks for you
Indicate is the brain behind your LLM and AI Agents. We offer a complete context engineering solution that gives your AI agents the knowledge they need to see, reason, and respond with real context.
For data protection, the LLM gets access to your KPIs so everything you find in
Engineering→Insights. The LLMs do not have access to your raw data in the Data Studio
Most AI apps break at data preparation. Without proper context, agents can't deliver accurate, relevant answers. Here's why context engineering is so challenging:
Pulling data from your software tools like Facebook, Google, CRM, booking engine or PMS means writing custom scripts and dealing with APIs that break with every update.
Every document is a different size, format, and structure. Chunking, embeddings, and metadata tagging become a painful manual process that's hard to maintain.
Manual ingestion pipelines quickly become outdated. Your data becomes stale within days, leading to inaccurate responses and frustrated users.
Building access control lists and respecting user permissions is non-trivial engineering work. Yet skipping it risks exposing private data across your organization.
The Result?
Data security can not be sustained
Non-technical teams can't launch AI projects without heavy engineering support
Projects stall before they even get started
Indicate handles the heavy lifting so your AI agents can access accurate, up-to-date information from all your data sources.
Automatic Data Connection
Connect your software tools without writing a single line of code. Our pre-built integrations handle the complexity.
Smart Preprocessing
We automatically handle chunking, embeddings, and metadata tagging for any document format or structure.
Always Up-to-Date
Daily automated sync ensures your agents always have access to the latest information. No manual updates needed.
Security Built-In
User permissions are automatically respected. Your agents only access data that users are authorized to see.
Indicate Context handles the messy parts of context engineering, opening up endless possibilities for what you can create.
Simply connect to your preferred LLM (ChatGPT, Claude, Langdock or any other MCP-ready LLM) and talk to your data like you're having a conversation with a human. Unlock more potential: find anomalies, get personalized recommendations, and so much more.
Give agents instant access to tickets, FAQs, and product documentation — automatically scoped by user permissions. Deliver faster, more accurate support.
Build sophisticated multi-agent systems that consider your full productivity suite. Let agents collaborate with complete context from across your organization.
Set up AI agents without writing code or waiting for engineering support. Our intuitive interface lets business users connect data sources and use agents in minutes.
Skip months of infrastructure work and focus on what matters. Our APIs and MCP give developers full control when you need it, while handling the complexity of data prep, sync, and permissions automatically.
Start simple with our no-code setup, then customize and extend with code as your needs grow. Indicate Context scales with you.