Walmart · Microsoft
22% — global ecommerce growth
Independently reportedRetail & e-commerce · Search & retrieval · LLM · In production · 2024
Search & retrieval
Swisspreneur · Streaver
Vendor-reportedOtherSwitzerlandIn productionSmall businessLLMLive 2026
Vendor-reported. The customer is named and the numbers are quoted from the source page, but the account comes from the vendor. No independent confirmation.
Reported by streaver.com (vendor self-report). Checked against the source page on 2026-09-05. 3 of 3 figures below appear on that page word for word.
The problem
A growing archive of 570+ podcast episodes was unsearchable and hard for users to navigate to specific answers.
What was deployed
- Vendor
- Streaver
- Products
- Amazon Bedrock Knowledge Base, S3 Vectors, Bedrock Data Automation, Claude Sonnet, Next.js embeddable widget, AWS CDK
- Models
- Claude Sonnet
- Technique
- LLM
- Build or buy
- Bought off the shelf
- Deployment
- API
- Data used
- 570+ episodes of candid conversations with founders about fundraising, hiring, scaling, and failure.
- Scale
- 570+ episodes
- Timeline
- 1 months
What changed
Each row is quoted from the source. Figures we could not find on the page in those words are marked — they are kept, not deleted, so you can judge them.
570+Episodes indexed
“570+ Episodes indexed”
Quoted word for word from the source
100%Answers cited
“100% Answers cited to the minute”
Quoted word for word from the source
0.02Average cost per answer
“$0.02 Average cost per answer”
Quoted word for word from the source
Instant, cited answersArchive searchabilityfrom Linear, un-searchable audio
“Linear, un-searchable audio Instant, cited answers The archive became askable.”
Quoted word for word from the source
Ask a question, get episodesNewcomer engagement/navigationfrom Wall-of-content drop-off
“Wall-of-content drop-off Ask a question, get episodes Newcomers got a front door.”
Quoted word for word from the source
Cents per answered questionCostfrom AI too expensive to leave on
“AI too expensive to leave on Cents per answered question The cost stayed inside a community budget.”
Quoted word for word from the source
Difficulties and limits
- Had to ship in weeks, not quarters
- Had to be cheap to run (community-org budget)
- Locked in audio: 570+ episodes hold years of operating context, but none of it can be queried until transcribed and indexed.
- No way in: even when the answer existed, finding it meant remembering which episode it lived in, and newcomers met hundreds of titles with nowhere to start.
Sources
- streaver.com — vendor self-report, 2026-08-11
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