diff --git a/roadmap/ai-tools.yaml b/roadmap/ai-tools.yaml
index ce60397..0ffc5ba 100644
--- a/roadmap/ai-tools.yaml
+++ b/roadmap/ai-tools.yaml
@@ -12,6 +12,49 @@ categories:
     label: Models and access
 
 entries:
+  - id: switchable-plan-decisions
+    title: Clearer plans with switchable decisions
+    description: >-
+      Studio's plan card leads with the question, a short summary and the
+      decisions that shape the answer: how sectors and regions are counted,
+      whether multilateral spending is included, gross or net flows, and how
+      phrases such as "major donors" are read. Defaults follow OECD counting
+      conventions, and each answer ends with a "Counted as" line. Each decision
+      can be switched in one click, on the plan card before a run or from chips
+      under the answer afterwards, and the figure is recalculated without a new
+      search. Plans list each decision once and take about half as long, and
+      Studio prepares the data while you review the plan.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-30"
+
+  - id: new-analytical-operations
+    title: New analytical operations
+    description: >-
+      Studio can give one figure across every row, join tables whose key
+      columns have different names, and compute each donor's share of a pooled
+      total.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: clarifying-questions
+    title: Several clarifying questions at once
+    description: >-
+      When a question is ambiguous, Studio can ask up to three clarifying
+      questions in one pause and keeps your answers in the conversation.
+    categories: [analysis]
+    status: released
+    released_on: "2026-10-23"
+
+  - id: studio-daily-limits
+    title: Daily Studio limits
+    description: >-
+      Studio allows 5 prompts a day for guests and 75 for signed-in users.
+    categories: [models-access]
+    status: released
+    released_on: "2026-10-23"
+
   - id: faster-reliable-answers
     title: Faster and more reliable answers
     description: >-
diff --git a/roadmap/platform.yaml b/roadmap/platform.yaml
index 90fb9f9..c172233 100644
--- a/roadmap/platform.yaml
+++ b/roadmap/platform.yaml
@@ -16,6 +16,53 @@ categories:
     label: Developer experience
 
 entries:
+  - id: sortable-tables-chart-hovers
+    title: Sortable tables and focused chart hovers
+    description: >-
+      Tables can be sorted by column, and table cards fit their rows and columns.
+      Hovering over a chart shows only the series under the pointer, and several
+      cards from one answer collapse into one row in the chat.
+    categories: [charts]
+    status: released
+    released_on: "2026-11-01"
+
+  - id: api-reference-and-errors
+    title: OpenAPI reference and standard errors
+    description: >-
+      The OpenAPI description is at /openapi.json, and each refusal code is
+      documented at /codes/{code}. Every error is a problem+json document.
+      Dataset downloads cover any stored version in any format, with retention
+      periods and paged version history.
+    categories: [developer-experience]
+    status: released
+    released_on: "2026-10-25"
+
+  - id: search-assumptions-shown
+    title: Assumptions shown with search answers
+    description: >-
+      Search shows the assumptions behind each answer and, for a partial
+      answer, how many parts of the question were answered.
+    categories: [data-exploration]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: open-source-repositories
+    title: Open-source code
+    description: >-
+      The platform's code repositories are public under the MIT licence.
+    categories: [developer-experience]
+    status: released
+    released_on: "2026-10-24"
+
+  - id: guest-shared-snapshots
+    title: Guest access to shared snapshots
+    description: >-
+      Anyone with the link can open a shared Studio snapshot without signing in.
+      Live links now work for canvases with more than four data cards.
+    categories: [sharing-publishing]
+    status: released
+    released_on: "2026-10-23"
+
   - id: more-chart-types
     title: Scatter plots
     description: >-