If you're like most eng teams, you're probably juggling 5-10+ tabs just to get through your day. GitHub for code reviews, Jira or Linear for tickets, PostHog for analytics, Slack for... well, everything else.
The problem? Dashboards are static. Your work isn't.
You don't need another place to check information you need context delivered exactly where and when you need it. When you're in the middle of a conversation about a production issue, you shouldn't have to leave Slack to hunt down error logs. When planning sprint priorities, you shouldn't need to toggle between three tools to see what's blocking your team.
Our eng team was drowning in this chaos. We'd spend more time finding answers than actually building. "What needs attention right now?" became a 20-minute investigation across PRs, tickets, Sentry alerts, analytics dashboards, and meeting notes.
Entelligence.ai
Hey Product Hunt! 👋
I'm Aiswarya, founder of Entelligence AI, and I'm excited to share Ask Ellie with you today.
Why we built this:
Our engineering team was spending hours every week switching between dashboards just to answer basic questions. GitHub for PRs, Jira for tickets, PostHog for analytics. Just to figure out "what's blocking the release?" felt like a scavenger hunt.
Dashboards are great for displaying data, but they don't answer questions. And they definitely don't meet you where you're already working.
What is Ask Ellie?
Ask Ellie is an AI chat agent that lives in Slack and connects your entire engineering stack. You can ask questions like:
"What broke prod last night?"
"Create a ticket for this Sentry error"
"How's our sprint velocity looking?"
"What PRs are stuck in review?"
"Show me analytics for the new checkout flow"
And get instant answers pulled from GitHub, Jira, Linear, Sentry, PostHog, and your meetings without leaving chat.
The journey:
We tested Ask Ellie internally for months before launching. It quickly became the tool our team couldn't work without. Watching engineers stop mid-conversation to ask Ellie instead of opening 5 tabs was the validation we needed.
What we're offering today:
Try Ask Ellie and leave us your honest feedback- we'll give you 3 months free. We genuinely want to hear what works, what doesn't, and how we can make it better.
I'm here all day to answer questions!
Ask me anything about how we built it, the tech stack, our approach to AI, or even just what you'd want an AI agent to do for your team.
Thanks for checking out Ask Ellie. Really excited to hear what you think!
@aiswaryasankar Nice product. Congrats! This is a solid product idea because it lives right at the pain point between chat chaos and real work. Who feels the pain most? ICs, PMs, or engineering managers?”
All the best with the launch! This is interesting. Curious though to know what happens if Ellie gets something wrong or provides incomplete information? How do users trace and verify where the info came from?
@mustassim Everything is cited in the answers including the PRs, tickets, logs and more.
The "what PRs are stuck in review" use case is so real. At every company I've worked at, that question comes up in every standup and someone has to manually check.
Curious how you handle the initial context loading - does Ellie need time to build up knowledge about the codebase/tickets, or does it pull context on-demand per question?
Ask Ellie
@philip_sorensen a combination of both! we will enrich data over time for deeper, faster analysis from the system, and we will pull new data quickly from on-demand calls too. Depending on the type of day, fighting alerts actively or looking back on alerts from last week, Ellie is helpful in both situations.
is it safe in terms of privacy and data protection? Not sure that I would like to share my data with 3rd parties so even if this tool would be great to use I would hesitate.
@ecem_ozguven yes!!
We have full SOC II report done several months ago happy to share if you follow up through email - aiswarya@entelligence.ai
FuseBase
congrats team @wasifski @wasifski @aiswaryasankar, how accurate the answers stay as teams scale?
Ask Ellie
@aiswaryasankar @kate_ramakaieva thanks kate! We do have logical groupings of teams inside our application so the answers can be tailored to specific teams / comparing specific teams even if there are lots of teams.
we would likely see some degradation in oversized teams, or if there are many many teams, with many members, you may need to prompt detail down as we do today in other chat tools.
But because, we are pulling live data often, counts and links are always provided so you can drill down into tools as needed.
we're definitely excited to keep iterating on the large context problem in the industry today as the models improve and as new agent architectures emerge!
@kruti_parekh nope works with all context provided! Will summarize threads automatically and responds to you directly in a DM as well
@hamza_afzal_butt yes exactly! we are tailor built for eng orgs