Seeq Knowledge Base
Latest R65 R58 Cloud On-Premise
Latest R65 R58 Cloud On-Premise
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Seeq AI Assistant

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Seeq's AI Assistant is available for SaaS customers on R64 and later. If you don’t see it already, file a support request to have it enabled.

Seeq's AI Assistant is your partner to Amplify Human Intelligence. It is a versatile, comprehensive generative AI solution accessible from anywhere in Seeq. When Seeq's AI Assistant first opens, it explains how it can help you and provides options to get started. These options are relative to where you are in Seeq - it will provide ideas relevant to performing an analysis in Workbench and will provide help with how to make reports in Organizer.

Seeq's AI Assistant runs on powerful Seeq AI Agents. These agents work together to answer your questions, aid your analyses, explain complex formulas or create reports. If you want to specify a single agent, select it from dropdown menus in Seeq's AI Assistant panel. Open a new conversation and switch agents see scrolling tips for each agent.

  • General Agent is great for analytics and how-to help throughout Seeq. Ask this agent any question you would ask your favorite Seeq Analytics Engineer without waiting for them to send you a response.

  • Formula Agent is an expert in Seeq Formula but can be accessed outside the Formula Tool if that is where you happen to be.

  • Data Lab Agent knows all about SPy and Python, but you don’t have to be in Data Lab to access it.

  • Actions Agent can take actions on your behalf. In Workbench, leverage actions like creating new items (Find when my temperature is greater than 90 or Smooth all my signals), manipulating the display (move optimizer to lane 5), documenting your analysis in the Journal, and much more! It will update your Journal with worksteps before and after each action so you can get back to an earlier spot easily if you desire. In Organizer, leverage actions for creating and inserting, and linking new content, date ranges, and asset selectors. Ask it what it is capable of when you are chatting with it to get the latest information.

  • Agent Q is your expert in time-series data and the accumulated knowledge of your organization. Agent Q is a powerful analytics agent with access to knowledge about your organization, referencing documents in Knowledge Management, and manipulating underlying time-series data to provide robust analyses. Agent Q can also help you draft, edit or run powerful Custom Agents that you author within Seeq. You can use Code Tools with Agent Q for extensible workflows.


See more details on where you can interact with Seeq's AI Assistant on the following pages:

Wondering how you can benefit from working with Seeq's AI Assistant?

Use-Case Inspiration

Get inspired about what use-cases to pursue within Seeq with questions like How can Seeq help with batch analytics for my pharmaceutical process?

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Analysis Assistance

Ask the Assistant questions regarding your current analysis, and how to implement ideas in Seeq.

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How to use Seeq

Ask it how to best use various aspects of Seeq. We still highly recommend Seeq training, but Seeq's AI Assistant is there in a pinch any time you have a question.

Have you forgotten when you want to use a particular tool? All Seeq Tools have a sparkle icon in the upper right corner. Clicking that icon will launch Seeq's AI Assistant providing more information about the tool that is open.

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Data Connections

Ask for help with how to configure different data sources.

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Take Actions in Seeq for you

Select the Actions Agent from the dropdown in the chat box in Organizer or Workbench and give Seeq's AI Assistant a task to carry out on your behalf. Seeq's AI Assistant can help you get more done by creating items on your behalf and reorganizing your display. Try prompts like

  • Workbench:

    • Find when temperature is less than 60.

    • Move flow to lane 5.

    • Smooth all my signals.

    • Document my analysis.

  • Organizer:

    • Make my sheet look nicer

    • Add Titles to each piece of content

    • Create an Asset Selector or Date Range for {asset or date range details}

    • Insert my content from {description of worksheets in a Workbench}

Ask the Actions Agent what it can help you with since its capabilities will grow faster than this page can be updated (and note its answer will be different depending on where you ask, i.e. Workbench vs Organizer).

History

Seeq's AI Assistant will remember your recent conversations. Start new conversations with the New Chat button and access previous conversations with the history icon in the upper left portion of Seeq's AI Assistant panel.

There is a filter button to help you filter your previous conversations based on words in the title which is the original question of the conversation.

Using the three dot menu next to each previous conversation, you can rename, mark as a favorite, share, or delete that conversation.

By default, only you have access to this history of conversations, and you can access and resume them in this panel anywhere, regardless of the location from which they were started. You can choose to share a conversation with a colleague if Seeq's AI Assistant has been particularly helpful. A share icon appears for conversations you have shared or conversations that have been shared with you.

When you open a previous conversation, you will see a tag indicating the part of Seeq where the original conversation took place. This may be a specific workbook, document, or the Home Screen.

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Resources

Seeq's AI Assistant will provide links to resources like the Seeq Knowledge Base inline with some responses when appropriate. In addition to any inline links, each response from Seeq's AI Assistant has an info icon at the end of the response. Clicking on this info icon will provide links to the resources that were used by the Assistant to provide the response.

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Feedback

At the end of each response is a thumbs up and down icon, this allows the user to provide feedback to Seeq's AI Assistant if the response is good or bad with an optional feedback text box to provide more detail. While no prompts or activity is used for training the models used, your input is helpful for future improvements!

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Flexibility to meet your needs

There is a settings icon next to the history icon. Use this to modify your preferences, which include memories and the text size displayed in Seeq's AI Assistant panel.

Use the button in the upper right to pop out and move the Assistant anywhere in the browser if you don’t want it on the right side of the screen. You can also make the Assistant full screen if appropriate with the double sided arrow button.


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Voice to Text

If you prefer talking to the Assistant over typing, use the microphone icon in the chat area and speak your question or command into a microphone connected to your computer.

There is also a speaker icon at the bottom of each response if you prefer to have responses read aloud. This speaker icon is to the right of the feedback emojis of the last response or at the bottom of any previous response..


Adjusting Agent Effort

The Agents spend time thinking before and during a response. You can increase or decrease the amount of thinking the Agent does by adjusting the Effort under the Agent selector. Lower efforts balance speed with quality, while higher efforts spend more time producing answers for more challenging tasks.

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Administration

Third-Party AI Model Dependencies

Seeq AI Assistant capabilities are powered by large language models (“LLM”) hosted by third-party providers. Seeq-managed SaaS environments primarily route to OpenAI API Platform or Azure AI Foundry.

Customers using Bring Your Own LLM Provider (BYOP) should maintain models appropriate to their installed version for each tenant environment (i.e., development, testing/staging, production).

How Seeq selects LLM’s

Seeq’s AI capabilities are assigned primary and secondary models starting with 2026-04-04-02-22-00.v1 - if an LLM becomes unavailable or is retired by its provider, Seeq will automatically route requests to the next model in sequence. BYOP customers should ensure every listed model is deployed in their LLM host to retain full backup coverage of LLM’s for their given Seeq version.

LLM Model Dependency Sources


Seeq Version to LLM Mapping

The tables below identify the models required by each major release version.

Your Validated Environment may be enrolled in Seeq’s SaaS Update Coordination program, and utilize our quarterly Regulatory Releases. The models bundled in a Regulatory Release are packaged at the time of the release. We make our best attempt at selecting models with long lifecycles for these regulatory releases.

Terminology

Deprecated: A known retirement date within 6-months has been provided by the LLM host.

Retired: An LLM is no longer supported by the LLM host. Seeq will leverage a backup LLM, if available.

Extended: An extention has been filed with an LLM host to maintain functionality past its Retired date. Contact Seeq support for more details.

megaphone Steady Release (Latest Seeq Version)

The latest LLM configuration used by Seeq

Primary

  • gpt-6.1-sol

  • gpt-5.6-terra

  • gpt-5.6-luna

  • gpt-4.1 (Extended)

Secondary

  • gpt-5.4

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

Additional Backups

  • gpt-5.2

  • gpt-5.1

pushpin Regulatory Release Q4 2026

Note: Reference the full release notes provided by Seeq for more details on the impact of known deprecating models.

Prior LLM configuration for version [2026-10-07-11-47-00.v2]

Primary

  • gpt-5.6-terra

  • gpt-4.1 (Extended)

  • gpt-5.6-luna

Secondary

  • gpt-5.4

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

Additional Backups

  • gpt-5.2

  • gpt-5.1

pushpin Regulatory Release Q3 2026

Note: Reference the email notice sent on September 10th, 2026 regarding impacts of deprecating LLM’s to this version.

Prior LLM configuration for version [2026-07-09-16-00-00.v6]

Primary

  • gpt-4.1 (Extended)

  • gpt-4.1-nano (Retired)

  • gpt-5.2

  • gpt-5.4

  • o4-mini (Retired)

Secondary

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

  • gpt-4.1-mini (Deprecated)

  • gpt-5.1

  • gpt-5.4-nano

  • o3-mini (Retired)

Additional Backups

  • N/A

pushpin Regulatory Release Q2 2026

Note: Reference the email notice sent on September 10th, 2026 regarding impacts of deprecating LLM’s to this version.

Prior LLM configuration for version [2026-04-04-02-22-00.v1]

Primary

  • gpt-4.1 (Extended)

  • gpt-4.1-nano (Retired)

  • gpt-5.2

  • o4-mini (Retired)

Secondary

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

  • gpt-4.1-mini (Deprecated)

  • gpt-5.1

  • o3-mini (Retired)

Additional Backups

  • N/A

pushpin Regulatory Release Q1 2026

Note: Reference the email notice sent on September 10th, 2026 regarding impacts of deprecating LLM’s to this version.

Prior LLM configuration for version [2026-01-03-20-16-00.v2]

Primary

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

  • gpt-4.1 (Extended)

  • gpt-4.1-nano (Retired)

  • o3-mini (Retired)

Secondary

  • gpt-4.1-mini (Deprecated)

  • o3 (Retired)

  • o4-mini (Retired)

Additional Backups

  • N/A

pushpin Regulatory Release Q4 2025

Note: Reference the email notice sent on September 10th, 2026 regarding impacts of deprecating LLM’s to this version.

Prior LLM configuration for version [2025-10-04-04-45-00.v2]

Primary

  • gpt-4o (Deprecated)

  • gpt-4o-mini (Deprecated)

  • gpt-4.1 (Extended)

  • gpt-4.1-nano (Retired)

  • o3-mini (Retired)

Secondary

  • gpt-4.1-mini (Deprecated)

  • o3 (Retired)

  • o4-mini (Retired)

Additional Backups

  • N/A


Bring your own LLM Provider (BYOP)

Seeq collaborates with global Enterprise LLM Providers to power its AI Assistant for SaaS customers. When users interact with Seeq's AI Assistant, Seeq optimizes performance by distributing activity among these providers. If you have specific data processing or storage concerns, you can integrate your own LLM Provider with Seeq's AI Assistant. This guarantees that all prompts and responses comply with your requirements.

OpenAI and Microsoft Azure OpenAI Studio are supported as alternative LLM Providers. If your organization already has accounts with these providers, the Seeq Support Team can guide you on how to configure them in your environment. This setup will ensure that all interactions with Seeq's AI Assistant in your instance are directed to your chosen provider.

The models used in the latest Seeq product, which must be included in a BYOP deployment, depend on the version deployed. See Seeq AI Assistant | Seeq Version to LLM Mapping for more info. All “primary” and “secondary” models should be available at all times for your given version.

Administrator Controls

Administrators can choose which Agents are available by updating the Features/GenAI/Agents configuration on the Administration Page. Administrators can understand which users engage with different Agents from the Usage page.

Frequently Asked Questions

Why don't I see Seeq's AI Assistant?

Each customer needs to request to have this capability added to your environment. You can make that request with Support or any interactions you may have with the Seeq Team. After requested, it will become available to all users.

Seeq's AI Assistant is only available to SaaS customers, and the capabilities of Seeq's AI Assistant are release dependent.

How will my data be used?

Questions asked of Seeq's AI Assistant are used only to generate and provide responses from AI models. Data submitted are not used for model training. Usage data will be used according to Seeq’s Privacy Policy, and you can read more on Seeq's AI Assistant Data Privacy page. For questions regarding the geographic locations in which these models are hosted, ask Seeq Support for more detail.

Are there prompt structuring requirements?

Assistants enabled with generative AI do best when provided complete questions or sentences. Many people have wired their brains for minimal keyword searches and will need to adjust to provide a complete and comprehensive request. For example, “identify the 3 hour period before my capsules” will likely yield better results than “3hr before”.

This AI Assistant already has the context of Seeq and various industrial analytics approaches, so further prompt structure requirements are minimal. Subsequent questions can build on the previously asked question for fine tuning of results or clarification.

How are hallucinations and data poisoning managed?

Seeq has both automated and manual quality assurance of all aspects of our generative AI products that check for product safety, quality and latency. We take all aspects of LLM models internals, prompt inputs and response abnormalities seriously and have many systems to mitigate diversions.

It is possible for this technology to provide incorrect answers including Seeq Formula functions that may not exist. You can provide feedback in Seeq for Seeq's AI Assistant in Seeq Data Lab and will be able to provide feedback in the General Assistant in future versions. Let us know if you encounter false information from the Assistant.

Is there a limit on the use of Seeq's AI Assistant?

Seeq's AI Assistant may be subject to a monthly cap on the number of requests that can be made while we grow overall capacity in various global regions. We’ll be increasing this limit for all customers over time, but in case you hit your limit, it will reset the following month. Administrators will get more insight on usage of Seeq's AI Assistant in future versions.

During periods of high utilization, there may be interruptions in responses from Seeq's AI Assistant.

What Languages is Seeq's AI Assistant available in?

Seeq's AI Assistant will respond in the same language used to ask the question. Formulas created by Seeq's AI Assistant will always appear in English because Formula Functions are not supported in other languages.

Where is data processed?

Seeq integrates with a variety of LLM providers hosted around the world. If you have concerns or limitations on where your data can be processed or stored, consider bringing your own LLM provider.

My company has made its own progress with GenAI and we can ask it questions about all our workorders and standard operating procedures. How can we invoke this model in Seeq?

One way to do this would be to invoke your GenAI models though a Seeq Data Lab Function, which you can expose to users through Add-on Tools in Workbench or the Home Screen. Read more here.

Does adjusting Agent effort impact other users using Seeq?

Adjusting Agent effort only impacts how much time is spent answering your prompt. Increasing effort will increase token usage and may increase the depth of investigation or the number of approaches considered, but will not impact other users using Seeq's AI Assistant or other Seeq Applications. Increase effort when you know a problem is complex, and decrease when you know the problem is simple and want an answer more quickly.