Last Tuesday, someone asked "What's the deployment timeline?" in our sprint planning. Before I could open my mouth to say "let me find that doc," the answer was already on screen.
From the tech spec. Page 12. Exact quote. With a link.
Nobody searched. Nobody interrupted the flow. The meeting just... continued.
๐ก What Changed
We've been using TellMeMo's real-time intelligence for 6 weeks. Our 1-hour meetings now take 40 minutes. We've never forgotten a follow-up. And I haven't said "let me get back to you" once.
This is what happened.
The Problem Everyone Has (But Nobody Talks About)
You're in a meeting. Someone asks a question. You have three terrible options:
- Say "let me get back to you" โ Question gets forgotten. You look unprepared.
- Search while everyone waits โ 3 minutes of silence. Meeting stops. Everyone stares.
- Answer from memory โ 50/50 chance you're wrong. Decisions made on bad info.
All three options suck. So meetings become longer, less productive, and nobody gets clear answers.
Last month, I counted: In a typical 1-hour product meeting, we said "let me get back to you" 7 times.
Seven questions. Seven follow-ups I needed to remember. Seven topics we'd revisit next meeting.
That's not a meeting. That's a waste of everyone's time.
What We Did Differently
Instead of waiting for the meeting to end and searching later, we built AI that watches the conversation and searches in real-time.
When someone asks "What's the deployment date?" here's what happens:
Step 1: AI detects the question
As the words are being spoken. Not after. During.
Step 2: Four places to look
๐ Your uploaded documents - Searches every doc, transcript, and note. Takes 2 seconds.
๐ฌ Earlier in this meeting - Maybe someone already answered it 10 minutes ago. You just forgot.
๐ The next 15 seconds - Maybe someone's about to answer naturally. AI waits and listens.
๐ค AI's best guess - Only if nothing else works. Comes with a big warning: "This is AI-generated, verify it."
Step 3: Answer appears on screen
With the source. "From Q3 Budget Planning.pdf, page 12." Click to verify.
Total time: Usually under 2 seconds. Always with the source shown.
Real Example from Last Week
Question: "What's our API rate limit?"
Answer appeared: 0.8 seconds
Source: Technical Specification v2.3, page 8
Answer: "1000 requests per hour per API key"
Nobody stopped talking. Nobody searched. Meeting continued.
But Wait, There's More: Automatic Action Tracking
While monitoring for questions, the AI also detects action items and commitments:
โ Real-Time Action Extraction
What it detects:
โข Commitments ("I will...", "We should...")
โข Task assignments ("John, can you...", "Sarah will...")
โข Deadlines ("by Friday", "next week", "before Q4")
Completeness scoring:
โข Description only: 40%
โข Description + (Owner OR Deadline): 70%
โข Description + Owner + Deadline: 100% โ
As the conversation progresses, action items update with more details. No manual note-taking required.
The Technical Architecture (For the Curious)
Real-Time Processing Pipeline
- Audio Capture: Browser captures microphone audio (PCM 16kHz, 16-bit, mono)
- WebSocket Streaming: Audio chunks sent to backend every 100-200ms
- AssemblyAI Transcription: Real-time speech-to-text with speaker diarization
- GPT-5-mini Streaming: Analyzes transcript as it arrives, detects questions and actions
- Answer Discovery: Four parallel tiers run simultaneously
- Client Updates: Progressive results streamed back to UI
Cost Optimization
We obsessed over cost because enterprise meeting tools are ridiculously expensive:
- AssemblyAI: $0.90/hour (real-time transcription + speaker diarization)
- GPT-5-mini: ~$0.15/hour (streaming intelligence)
- Total: $1.05/hour per meeting
For comparison, Otter.ai Business costs $20/user/month. If you have 10 users and 20 meetings/month, that's $200/month = $10 per meeting hour.
We're 10x cheaper.
The Experience: What Using It Feels Like
Here's what happened in a real product planning meeting last week:
10:15 AM - Sarah asks: "What was the customer feedback on the mobile app?"
10:15 AM (0.4s later) - Card appears showing excerpt from last week's customer research doc
"๐ From Documents: Customer_Feedback_Q4.pdf - 'Mobile app rated 4.2/5, main complaints about loading speed...'"
10:22 AM - John asks: "Who's handling the API integration?"
10:22 AM (0.3s later) - Card shows earlier discussion from the same meeting
"๐ฌ Earlier in Meeting: [10:08] Mike: 'I'll take the API integration work'"
10:28 AM - Someone says: "Sarah, can you update the design by Friday?"
10:28 AM (0.5s later) - Action card appears
"โ
Action: Update the design
Owner: Sarah
Deadline: Friday
Completeness: 100%"
No one had to stop to search. No one had to take notes. The meeting flowed naturally, and all the information was captured automatically.
100% Source Transparency
Every answer is labeled with its source:
- ๐ From Documents - Searched your knowledge base
- ๐ฌ Earlier in Meeting - Found in current meeting transcript
- ๐ Answered Live - Someone responded naturally in conversation
- ๐ค AI Answer - GPT-generated with disclaimer (rare)
You always know if you're getting information from your own documents or if the AI is guessing. No black box.
Why This Matters
The average knowledge worker spends 2.5 hours per day searching for information (IDC Research). That's 31% of the workday.
In meetings, this manifests as:
- "Let me get back to you" (and then forgetting)
- Long pauses while someone searches
- Same questions asked repeatedly
- Decisions delayed because information isn't available
Our real-time intelligence system eliminates this friction. Questions get answered immediately. Decisions move forward. Meetings are shorter.
๐ Early Results
From our beta users (10 teams, 50+ meetings):
โข 90%+ question answer rate across all tiers
โข 30% reduction in average meeting length
โข 85% of users said they'd pay for this feature
โข 0 "let me get back to you" moments
Try It Yourself
TellMeMo is 100% open source and free to self-host. Or use our cloud version to get started immediately.
Set up takes 5 minutes. You'll need:
- OpenAI API key (for GPT-5-mini streaming intelligence)
- AssemblyAI API key (for real-time transcription)
- Some documents to create your knowledge base (optional but recommended)
Start your next meeting with the AI Assistant toggle ON. Watch as questions get answered automatically.
Ready to eliminate "let me get back to you"?
Try TellMeMo Free โWhat's Next?
We're already working on v2:
- Multi-language support - Currently English-only, expanding to 50+ languages
- Custom confidence thresholds - You control when AI fallback triggers
- Integration with Zoom/Meet - Direct plugin for video conferencing platforms
- Smart follow-ups - AI suggests follow-up questions based on incomplete answers
- Answer quality scoring - Confidence levels for RAG search results
If you want to influence the roadmap, join our GitHub community.
The Future of Meetings
We believe the future of meetings isn't about recording everything. It's about making information instantly accessible when you need it.
No more "let me get back to you."
No more searching during meetings.
No more forgotten questions.
Just answers. In real-time. From your own knowledge base. With complete transparency.
That's what we built.
About the Author: Nick is the founder of TellMeMo. He spent 10 years in project management before deciding to build the meeting intelligence tool he always wanted but couldn't find.
Follow TellMeMo: GitHub | Try the App