AgentHub

Change impact watchlist

Track AI tool changes before your team renews the wrong stack.

Save the tools your team is evaluating, see which tracked changes affect that shortlist, and generate a decision memo you can share without sending internal docs or code.

Tools in this stack

Impact alerts

What changed for this shortlist

Impact score: 80

Estimated monthly cost: Custom quote

The highest alert priority is update, so the score is 80. Scale: urgent=95 / update=80 / review=55 / watch=25.

updateAug 13, 2026

Notion AI

Impact score: 80

Keep bundled core AI and autonomous execution in separate budget lines. Before scheduling work, set the spend owner, allocation, alert threshold, hard limit, and human fallback for a paused workflow.

Update the decision memo before sharing this stack.

updateApr 7, 2026

NotebookLM

Impact score: 80

NotebookLM is no longer safe to treat as a niche sidecar for only a few power users. Buyers comparing research-heavy seats now need to consider it as a mainstream specialist for source-grounded synthesis, especially inside Google-centric teams.

Update the decision memo before sharing this stack.

watchJul 3, 2026

NotebookLM

Impact score: 25

Capacity-sensitive buyers should check which Google AI Ultra storage tier they are buying before assuming maximum NotebookLM limits.

Keep this change in the audit trail for the next review.

Decision memo

Exportable buying note

# AI Stack Decision Memo: Team AI shortlist

Buyer context: team / coding
Team size: 5
Selected tools: NotebookLM, Notion AI
Estimated monthly self-serve cost: Custom or incomplete pricing
Highest impact: update (80)
Impact score basis: The highest alert priority is update, so the score is 80. Scale: urgent=95 / update=80 / review=55 / watch=25.

## Impact Alerts
- Notion AI: Notion autonomous work is now a shared-credit operating model, not simply included workspace AI.. Update the decision memo before sharing this stack.
- NotebookLM: NotebookLM's wider rollout and multilingual audio push it onto more mainstream shortlists. Update the decision memo before sharing this stack.
- NotebookLM: NotebookLM Ultra limits now differ between 20 TB and 30 TB Google AI Ultra tiers.. Keep this change in the audit trail for the next review.

## Pricing Caveats
- NotebookLM: No published seat pricing is available for direct comparison.
- At least one selected tool lacks complete self-serve monthly pricing.

## Evidence Freshness
- All selected tool records are within the 30-day review window.

## Evidence
- [NotebookLM](https://notebooklm.google)
- [Notion AI](https://www.notion.com/pricing)
- [claude vs notion-ai](/compare/claude-vs-notion-ai)
- [gemini vs notion-ai](/compare/gemini-vs-notion-ai)
- [glean vs notion-ai](/compare/glean-vs-notion-ai)
- [microsoft-365-copilot-business vs notion-ai](/compare/microsoft-365-copilot-business-vs-notion-ai)
- [notebooklm vs notion-ai](/compare/notebooklm-vs-notion-ai)
- [notion-ai vs chatgpt](/compare/notion-ai-vs-chatgpt)
- [perplexity vs notebooklm](/compare/perplexity-vs-notebooklm)
Alert routing

Choose where this stack should pull you back. Email and Slack are beta queue requests; browser alerts are stored on this device.

Local stacks are stored in this browser. Cloud save and alert history move through the beta account setup. Account