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Ask Ellie

Entelligence AI: Ask Ellie for Real-Time Engineering Insights and Answers Directly in Slack

Introduction:

Entelligence AI introduces Ellie, an AI-powered assistant designed to provide engineering answers directly in Slack without switching tools. Ellie integrates with GitHub, Linear, and production signals to analyze code, releases, incidents, and delivery flow. Unlike traditional dashboards that show raw metrics, Ellie composes clear, contextual answers to complex questions about cycle time, release risks, and team delivery. Trusted by engineering leaders, Entelligence AI helps founders, managers, and teams gain full visibility into sprint performance and product delivery by connecting changes to outcomes. By understanding intent and failure patterns, Ellie turns engineering signals into actionable leadership decisions on autopilot.

Added On:

2026-02-04

Monthly Visitors:

--K

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Entelligence AI: Engineering Answers in Slack Without Switching Tools

In the fast-paced world of software development, engineering leaders and teams often struggle with fragmented data spread across various platforms. Entelligence AI solves this problem with Ellie, an AI assistant that provides engineering answers directly in Slack. By eliminating the need to dig through dashboards or switch between tools, Entelligence AI ensures you get one clear answer to your most pressing engineering questions without delays.

What's Entelligence AI and Ellie?

Entelligence AI is a platform designed to turn engineering signals into leadership decisions. At its core is Ellie, an AI-driven interface that lives where your team already works: Slack.

Ask Ellie serves as a single source of truth for your engineering organization. Instead of surfacing raw metrics, Ellie pulls answers from your code, releases, incidents, and product signals. Whether you are a founder, an engineering manager, or a developer, Entelligence AI helps you understand what’s happening in your engineering workflow by providing real-time visibility without adding more dashboards.

Key Features of Entelligence AI

Entelligence AI is packed with features that help teams move faster and with more confidence.

Ask Ellie: One Place for Every Answer

  • Direct Slack Integration: No more tool-switching. Ask a question in Slack and get a direct response.
  • Dynamic Context: Answers update automatically as your code and releases change.
  • Beyond Metrics: While dashboards show data, Ellie gives you answers, providing a chart only when it helps clarify the context.

Deep System Understanding

  • Signal Connection: Ellie connects PRs, reviews, commits, and delivery flow from tools like GitHub and Linear.
  • Production Visibility: By connecting releases, errors, and incidents, Entelligence AI helps you know exactly what changed and what broke.
  • Reasoning Across Time: Ellie doesn't just look at snapshots; it compares what changed before, during, and after specific events.
  • Intent Recognition: The platform distinguishes between planned changes, regressions, and incidents to provide meaningful insights.

Tailored Insights

  • Role-Based Responses: Ellie frames answers differently depending on whether a founder, manager, or engineer is asking.
  • Pattern Learning: Entelligence AI learns ownership and recurring failure patterns within your specific codebase and system.

Use Cases for Entelligence AI

Entelligence AI is designed for everyone in the engineering organization. Here is how different roles utilize Ask Ellie:

For Founders and Leaders

Founders use Entelligence AI to gain high-level visibility into team movement over time. Common questions include:

  • "How has the team delivery been impacted from the last quarter?"
  • "What is the ROI of our AI adoption?"
  • "How much AI-generated code hit production?"

For Engineering Managers

Managers rely on Ellie to monitor health and efficiency. They can ask:

  • "Which teams have the best vs worst cycle time?"
  • "Are there any incidents after the last deployment?"
  • "Which teams are overloaded or under-utilized?"
  • "What’s our bug backlog trend right now?"

For Engineering Teams

Developers use Entelligence AI to prioritize work and understand risks:

  • "What should we prioritize right now?"
  • "Which parts of the codebase are riskiest?"
  • "What are the top risks for the upcoming release?"
  • "Are users affected after the last release?"

Real Team Workflows with Entelligence AI

Teams are already using Entelligence AI to automate and streamline their daily operations through various workflows:

  1. Starting the Day with Ellie: Engineers use Ask Ellie in Slack to get updates on everyday questions and release-critical moments.
  2. Automated Error Ticketing: Use Ellie to automate error tickets in Linear, ensuring issues are tracked immediately.
  3. AI Sprint Analysis: Analyze code quality and deliverables at the end of a sprint to understand performance.
  4. Product Analytics in Slack: With Posthog AI integration, teams can query product analytics without leaving their communication channel.
  5. Engineering Analytics: Use AI chat to explain the "why" behind engineering metrics, going deeper than a standard report.

FAQ

Does Ellie just show metrics? No. Dashboards give you metrics, but Ellie gives you answers. Ellie composes answers from multiple signals across your tools to provide full context.

What tools does Entelligence AI connect with? Ellie understands signals from GitHub, Linear, and production environments, including releases and incident reports.

How does Ellie stay up to date? Answers provided by Ellie update in real-time as your code and releases change.

Is Entelligence AI only for managers? No, it is for everyone. It frames answers differently for engineers, managers, and leaders to ensure the information is relevant to their specific role.

Can Ellie help with production incidents? Yes. Ellie connects releases, errors, and incidents so you can understand what changed and what broke in production immediately.

Entelligence AI is trusted by engineering leaders across teams like assistant-ui, Allocore, and VECTORIAL. Join the teams moving toward engineering on autopilot by starting with Entelligence AI today.

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