You use Claude. You want it to remember things — contacts, decisions, notes, open tasks — across conversations. Someone told you to put everything in Notion and connect it via the Notion API.
That advice is half right. Notion is a solid knowledge store. But for AI retrieval, it's architecturally expensive. Every query pulls entire page trees. A 500-record search can cost thousands of tokens before Claude reads a single byte of useful information.
This is not a knock on Notion. It's a structural mismatch: Notion is built for human browsing. Stash is built for machine retrieval.
Here's how to pick the right layer for your Claude workflow.
Before comparing tools, nail down the use case.
Use Notion if you need:
Use Stash if you need:
These aren't the same need. Notion optimises for the human navigating the workspace. Stash optimises for the AI searching it.
When Claude queries Notion via MCP, it calls the Notion API. The Notion API returns pages as nested block trees — every block has its own JSON envelope with type, parent, children, and metadata.
A 500-record database search that returns 10 matching pages might come back as 4,000–6,000 tokens of JSON. Claude has to parse all of it to find the three fields you actually care about.
We measured this. A representative 500-record Notion search used approximately 4,800 tokens. The same search in Stash — returning only the fields that matched — used approximately 192 tokens. That's roughly a 25× token difference for the same query result.
At Claude Pro rates, this means Notion's overhead is real and persistent. It's not a one-off. Every search, every retrieval, every "what did I decide last week?" burns tokens on Notion's envelope before Claude reaches your data.
| Dimension | Notion + Claude API | Stash |
|---|---|---|
| Setup time | 15–30 min (API key, integration, share pages) | 30 seconds (Google sign-in → paste URL) |
| Token cost per query | High (full page trees returned) | Low (flat records, FTS-matched fields only) |
| Rich docs & embeds | Yes — full editor experience | No — plain key/value records only |
| Team collaboration | Yes — real-time, comments, permissions | No — single-account (v1) |
| AI capture mid-conversation | Possible but awkward | Native — Claude calls add() and it's stored |
| Plain-English search | Via AI layer on top of API | Native FTS5 — search("who owns the X contract") |
| Standing context (context()) | Manually curated in custom instructions | Built-in — context() loads role/projects/prefs |
| Pricing | Notion plan + API usage | Free tier (2,500 records / 50 queries/month) · Pro £8/mo |
There's a specific type of Notion user who eventually hits this wall: someone who built a Notion workspace for personal knowledge management, connects it to Claude, and then discovers that retrieval is slow, expensive, and the AI keeps getting lost in the page hierarchy.
The symptom: you ask "what's the status of project X?" and Claude either hallucinates because it couldn't fit the full page tree in context, or correctly answers but uses 3× more tokens than the answer was worth.
If that's you, Stash isn't a replacement for Notion — it's a cheaper retrieval layer alongside it. You keep Notion for the rich editing experience and team collaboration. You mirror the records Claude needs to search into Stash, where retrieval is token-light.
For a specific class of user, Stash isn't a layer alongside Notion — it's the whole answer:
For these users, Stash + Claude is the complete stack. There's no "Notion for the editing experience" because the editing experience was never the point — the retrieval was.
Here's a typical session:
No app switching. No "open Notion, find the CRM database, filter by status." You tell Claude mid-conversation, and it's there for every future conversation.
Stash doesn't have:
It has one thing: a token-light store that Claude can search in plain English, with standing context so it knows who you are.
If you need the full Notion feature set, you need Notion. If you need fast, cheap AI retrieval and context, you need Stash — or you need both, with Stash as the retrieval layer.
Free tier: 2,500 records, 50 queries per month. No card required. Pro is £8/month (pricing may change; cancel anytime).
Try the right tool for AI retrieval
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