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Embedded analytics only earns its place if your customers actually use it. For that, the AI layer has to hold up in real sessions: fast answers, the right context, no edge cases that quietly erode trust.
Five updates are shipping now. Three sharpen the AI agent. Two clean up the dashboard experience. Here is what changed, and why it matters if you are embedding Toucan in your product.
AI agent: faster, sharper, and time-aware
Long conversations stay fast and accurate
The AI agent now auto-summarizes conversation history as it grows. Past 50 exchanges, it stays relevant and quick without losing the thread.
This matters more in an embedded product than in a one-off BI tool. Your end users have real, multi-turn conversations with their data, not single questions. The agent keeps context so the tenth question is answered as sharply as the first.
Acts faster, costs less
The agent now calibrates its planning to the complexity of the request. A simple question takes a direct path. A complex one gets the full multi-step plan. No over-planning on the easy tasks.
On our internal benchmarks, that is up to 42% lower cost per query. When you are the ISV paying for inference across every tenant, that number compounds. And the simple questions, which are most of them, come back faster.
Time-aware by default
"This quarter," "YTD," "next 6 months": the agent now resolves every relative date against the user's local timezone, at query time. No ambiguity, no off-by-a-day surprises.
If your customers span timezones, this is one less thing you have to build and maintain yourself. The answer matches what the user actually meant when they asked.
Dashboard: two fixes worth shipping
Reorder filters by drag and drop
Dashboard filters now reorder with drag and drop. Immediate, no save step.
Small change, real quality-of-life. It lets builders match filter order to how people actually read a dashboard. This one should have shipped sooner.
No more version gaps
Editing a chart now creates a new dashboard version, as you would expect. Change history stays intact, with nothing silently dropped.
For teams that care about auditability and rollback, that is the difference between a version history you trust and one you have to double-check by hand.
Ship analytics your customers actually use
All five updates are live. If you already embed Toucan, they are in your environment now.
If you are still weighing build versus buy for in-product analytics, here is the short version: Toucan is AI-native embedded analytics for SaaS products, multi-tenant by design, with your first dashboard shipping in days rather than quarters.
Alim Goulamhoussen
Alim is Head of Marketing at Toucan and a growth marketing expert with over 8 years of experience in the SaaS industry. Specialized in digital acquisition, conversion optimization, and scalable growth strategies, he helps businesses accelerate by combining data, content, and automation. On Toucan’s blog, Alim shares practical tips and proven strategies to help product, marketing, and sales teams turn data into actionable insights with embedded analytics. His goal: make data simple, accessible, and impactful to drive business performance.
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