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# Frequently Asked Questions (FAQs)
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## Who has created SAP Research Agent?
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SAP Research Agent has been created by Adri AI.
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## Tell me more about Adri AI
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Adri AI is a global company headquartered in San Francisco, specializing in SAP development.
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Its patented software is developed by AI product leaders from MIT, Columbia, and IIT, together with SAP experts bringing over 30 years of experience.
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## Who is using SAP Research Agent?
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As of December 10, 2025, SAP Research Agent has been used by 1,256 SAP consultants from:
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- Companies like Target, Reuters, etc. and
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- Consulting firms like Deloitte, Capgemini, NTT Data, etc.
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The user base is geographically diverse with three main pockets: United States, Germany, India.
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## How does SAP Research Agent work?
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### Core Architecture
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- **AI Backend**: SAP Research Agent uses over 40+ Large Language Models with specialized configuration for SAP research tasks. More details [here](https://getadriai.github.io/code-agent-docs/faqs#which-models-are-being-used)
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- **Vector Database**: The attached ERP system has been indexed into a ChromaDB vector database. It contains 18 million standard objects of ECC 6.0 EHP 7 and 27 million standard objects of S/4HANA 2023 like:
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- Transaction codes, programs, classes
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- Tables, views, data elements
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- BAdIs, enhancements, function modules
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- Menu paths, documentation, and more
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### Which models are being used?
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SAP Research Agent uses a combination of:
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- Internally fine-tuned models
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- Public frontier models
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Depending on the subtask, an appropriate combination of models is chosen dynamically.
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| Model Provider | No. of models used |
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| -------------- | ------------------ |
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| Adri AI | 4 |
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| Google | 9 |
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| Mistral | 6 |
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| Meta | 8 |
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| OpenAI | 7 |
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| Anthropic | 4 |
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| Cohere | 4 |
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| Total | 42 |
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Note: Counts are as of November 2025
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### Key Capabilities
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1. **System Validation**
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SAP Research Agent queries the attached SAP system by writing ChromaSQL queries. ChromaSQL is a SQL-inspired domain specific language created by Adri AI.
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2. **Web Search**
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SAP Research Agent also has the capability to search the internet for SAP solutions, best practices, and similar use cases.
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3. **Document Processing**
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SAP Research Agent can read the uploaded attachments and optionally index them for future reference.
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### Typical Workflow
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1. User asks a research question (text + optional attachments)
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2. Depending on the question, the SAP Research Agent may think of a solution from its own knowledge base or search the web for relevant resources.
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3. The solution is then validated against your SAP system's capabilities using the vector database.
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4. The agent creates detailed implementation plans with specific T-codes, ABAP objects, and configuration steps.
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5. The agent provides alternatives and visual diagrams when helpful.
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## What are the usage limits?
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Before signup, a user gets 50,000 free tokens.
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After signup, they get another 200,000 free tokens.
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Once you runout of these free tokens, you should upgrade to the Enterprise Plan.
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:::note
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For Enterprise Plan, contact us at [darshita@getadri.ai](mailto:darshita@getadri.ai)
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:::
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## What is the difference between all the tiers?
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| Category | Non signed up | Free plan | Enterprise |
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| -------------------- | ------------------ | ------------------- | ---------- |
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| Tokens | 50,000 free tokens | 200,000 free tokens | Custom |
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| Conversation History | Not saved | Saved | Saved |
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:::note
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For Enterprise Plan, contact us at [darshita@getadri.ai](mailto:darshita@getadri.ai)
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:::

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