SIFT AI

Understand your hardware faster.Build on every answer.

Sift Agents and MCP help your team turn hardware data into findings you can verify and work you can reuse, from prototype through operations.

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Sift Agent prompt box, empty, labelled Ask Sift Agent
SIFT AI

Start without knowing where to start.

Ask your agent any question about your hardware data. Sift brings the relevant data into investigation

Find the root cause.

Agents eliminates candidate failure models before finding the cause. It proposes fixes to prevent this from happening again.

Find the root cause.

Compare explanations across runs. See the evidence, what remains uncertain, and where else the pattern appears.

Fix the issue. Build faster.

Turn your insights into Sift rules, then apply them across your data. Codify your learnings for your entire program.

Prompt to Sift Agent: Can you run analysis on my satellite constellation from the past 24 hours to investigate if anything anomalous has happened?Sift Agent reply: I analyzed all satellite runs from the last 24 hours and identified one real problem. SAT-05 attitude control is degraded.Sift Agent: Want me to create rule ATTITUDE-DEGRADE to detect this anomaly next time it occurs?Prompt to Sift Agent: Yes, and check Sat-05's data for the past monthSift Agent: On it, evaluating this rule on the last 30 days of data and creating reports for the anomalous days. View report.Sift Attitude Degradation Report on a monitor, showing the flagged anomalous windows and the Sift Agent chat that created them
TWO WAYS TO PUT AI TO WORK

Start in Sift.Or start with your agent.

Both help you understand hardware data across the lifecycle. Choose where you work.

SIFT AGENTS // RESEARCH PREVIEW

Sift runs the agent

A hosted workspace that brings your hardware data, Sift context, and connected tools into each investigation.

  • Investigate possible causes in parallel with Python and SQL
  • Inspect evidence and approve proposed changes.
  • Resume saved work and share the full investigation.
  • Inspect the evidence and approve proposed changes.

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SIFT MCP // AVAILABLE NOW

You bring the agent

A Model Context Protocol connection between your existing AI agent and Sift’s data and tools. Use it alongside your code, notebooks, and local data.

Claude Code
Cursor
OpenAI
OpenCode
Gemini
ANDMORE
AFTER CONFIGURING THE SIFT CLI
$ sift-cli agent install

Setup Sift MCP

CUSTOMER RESULT

One week
One afternoon

At Plantd, Matthew Barr used Sift MCP to shorten recurring production investigation.

READ STORY

“I don’t really do manual data analysis anymore. This is saving me dozens of hours a week, easily!”

Matthew Barr

PROCESS ENGINEER, PLANTD

YOUR DATA. YOUR ENGINEERING JUDGMENT.

Know what runs.
Control what changes.

Give engineers the freedom to investigate, with the access controls and oversight your program needs.

SIFTING...
Do I need Agents and MCP together?

No. Sift Agents provides the agent and hosted workspace. MCP connects an agent you already use to Sift’s data and tools. Choose either workflow, or use both.

How should we evaluate the first investigation?

Start with a question that you already know the answer to. After asking, follow the output and path that it takes to get to the answer. Followup prompts can steer the conversation into the right direction.

How can I verify an answer and control change?

Sift Agents requires a human-in-the-loop when performing any write actions. Each Sift Agents session inherits the permissions of the author. If the presented actions need tweaking, simply reply back to Sift Agents with what to change.

Which deployment fits our program?

Sift Agents runs in your Sift environment. Discuss GovCloud, VPC, or on-premises requirements with our team to confirm deployment and preview access. Sift MCP runs on your machine; what reaches an external model depends on your agent and configuration.

What is available today?

Sift MCP is available and included for Sift customers. Sift Agents is in research preview, with investigations started by hand, on a schedule, or from a webhook.

Governed by your team

Sift Agents uses your existing permissions. Inspect its work and approve proposed changes before they are applied.

PUT IT TO WORK

Ask the questions
holding your team back.

Bring a question your team knows well. Compare the evidence, engineering effort, and usefulness of the result with how you work today.

Already using an agent? Set up Sift MCP

Request Agents Access

Research preview
Step 1 of 2

See Sift AI with your telemetry.

Bring a sample from a real test to a 30-minute working session. Our engineers run it live and show you what Sift AI does on an actual investigation.