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evidence
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evidence
@evidence_dev
https://t.co/Gn735YnbMP is an open source framework for building data products with SQL and markdown
Beigetreten Mayıs 2021
308 Folgt2.3K Follower
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Most product bugs don't get reported. They're just small enough that customers work around them and move on.
We built our AI assistant to flag these automatically. It sits in customer workflows, sees where things break down, and opens issues for us without anyone asking.
Yesterday I started my morning reviewing problems it had surfaced overnight.
Nothing dramatic - confusing flows, missing docs, edge cases. The kind of stuff that individually doesn't matter but collectively degrades the experience.
We fixed them same-day and looped in the affected customers.
This feedback loop is working well enough for our team that we're now building ways for our customers to create similar loops with the data products they build in Evidence.
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AI can easily handle tedious but necessary work - like keeping analytics well documented.
In Evidence, our AI assistant can join data from multiple sources, calculate metrics like conversion rates, and document the logic as it goes. Since Evidence already has strong documentation features built in, that context sticks around instead of living in someone’s head or a random notebook.
The result is faster answers with clearer reasoning. Feels like a glimpse into how data teams will work in the future.
To build this table, we gave the AI assistant 10 mock datasets and asked it to create a conversion funnel. It identified the right tables, columns, and filters automatically, and included definitions directly in the column headers.
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Dense tables are sometimes overlooked in favour of charts, but they’re often the fastest way to understand complex data.
We put a lot of effort into making our tables feel publication-quality and easy to scan. One small but high-impact thing we just shipped is column groups.
You can now group related columns under a shared header (like Revenue or Volume in this example), which makes wide tables much easier to read at a glance. Adding a column to a group is intentionally simple and doesn’t require any extra layout work.
It’s a small feature, but it makes dense data feel way more approachable when you’re actually reading it.

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We’ve been working on a cleaner way to make reports interactive, and added variables you can insert anywhere in @evidence_dev.
Inputs like sliders or dropdowns generate a variable you can reference in SQL, charts, or even plain markdown.
Change an input, and anything using that
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We recently had a sales call with a Fortune 500 company, expecting to give them an intro to Evidence and BI-as-code.
Instead, they told us they’ve been using our open source software - and loving it - for years.
They even made a few modifications and created a patch to solve an issue they ran into.
This kind of thing happens from time to time, and it’s always a small thrill - one of the fun surprises of maintaining a widely used open source project.
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A week ago, we rebuilt our AI assistant from the ground up, and the results so far have been pretty amazing.
From a customer:
“Massive upgrade. I recommend all Evidence devs try it out for edits now.”
What changed:
- A new Evidence docs MCP
- Claude Opus 4.5 as the primary model under the hood
- Deep project awareness, so it can:
- Query and analyze your data
- Summarize what it sees on the page
- Write Evidence markdown and SQL
- Update page and project settings directly from chat (incl. themes)
- Send feature requests and bug reports to the Evidence team
Next up:
- Validation and feedback loops to keep pushing the success rate higher
- A CLI that lets you use your own AI model to work on Evidence Studio reports
The end goal: vibe-coding reports that are validated, governed, and production-ready - all inside Evidence.
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RT @seanhughes92: Logos instantly make reports feel more polished.
We just shipped a super simple way to add company logos to tables and m…
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We're getting ready to release some major updates to our maps in Evidence Studio. I can't wait to share, so I'm just going to post some examples this week so you can see what we've built.
First up we've got a point map including a size scale and customizable shape.
Code for this example in the comments

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We're only 2 days into 2026 and already have a TON of new things ready to release to Evidence customers - including new options for maps, charts, tables, user management, data connections, and more.
Moving this fast is one of the best parts of building Evidence. I still remember using other BI tools and checking on decade-old feature requests, hoping they’d eventually ship. We’re deliberately building the opposite experience: staying close to customers and turning feedback into real product changes almost immediately.
At this pace, the product is evolving quickly. It's going to be a big year - excited to start sharing updates next week
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Shipping some early Christmas gifts to @evidence_dev customers this week - like this map that lets you zoom in to see more granular areas
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