Stash family · read-only middleware · preview

Cut your Claude retrieval bill.

Load your Notion, Coda & Google docs into AI for a fraction of the cost — same answers, a fraction of the bill.

$0.072
Stash · per question
$0.175
Notion · per question
~2.4×
cheaper · matched quality

↑ in our eval (measured across our eval test suite, same questions across connectors — preliminary)

The same doc · the same clock · two bills

Watch the meter while your AI reads one document.

Both lanes ask the same question of the same doc and reach the same answer. The only difference is what the agent has to carry — and what it costs you.

shared clock running · same question, same source doc
Reading Notion directly
Notion  →  your AI
fat payload
doc → AI
AI
agent
NOTION
source
DOC + version history + metadata +25-row wall
cost meter
$0.000/ question
climbing…ceiling $0.175
Answer found — but you paid for the bloat too.
Reading through Stash Cache
Stash Cache  →  your AI
lean payload
doc → AI
AI
agent
CACHE
stash copy
DOC
cost meter
$0.000/ question
snapped & heldlocked $0.072
Same answer. A fraction of the bill. Done already.
Same content, same answer — ~2.4× cheaper & faster.
top quality (68% vs 69%) · measured across our eval test suite · preliminary
Get early access →
The receipt · same questions across connectors

Cheapest and top quality.

One knowledge base. The same questions asked through each connector, across our eval test suite. We measured what each answer actually cost — and how good it was.

Connector $ / question Answer quality
01Stash CHEAPEST · TOP QUALITY $0.072
68%
02CSV $0.077
67%
03Sigma $0.158
64%
04Notion $0.175
69%
05Google Docs ~$0.19
54%
06Google Sheets $0.628
52%

Measured across our eval test suite, same questions across connectors — preliminary, directional. Not a guarantee. No affiliation with Notion, Coda or Google.

~2.4×
cheaper than Notion ($0.072 vs $0.175) at statistically tied quality (68% vs 69%).
~8.7×
cheaper than Google Sheets ($0.072 vs $0.628) — and 16 points higher quality.
#1
on cost and top quality across all six connectors tested.
Want these numbers on your docs? Get early access →
Run the numbers · your volume, your bill

See what you'd save.

Same per-retrieval costs from our eval — at your team's volume. Drag the dial and watch the bill drop.

How many docs does your team load into AI per day?
11,0002,5005,000+
Assumptions: ~21 working days/mo · $0.175 vs $0.072 per retrieval — from our eval. Same doc, same question; only the connector changes.
Old way · Notion direct $1,103/mo
With Stash Cache $454/mo
You save
$649/mo
$7,787 saved per year

Illustrative — based on our preliminary eval ($0.175 vs $0.072 per retrieval). Your costs vary with doc size and model.

How it works

Four steps. Your docs never move.

Stash Cache sits quietly in front of the docs you already have — it reads, mirrors, and gets out of the way the moment a write is needed.

1

Connect your source

OAuth your Notion, Coda or Google Workspace — read-only scope. No new place to put docs. Nothing migrates.

read-only oauth
2

Mirror into carbon copies

Each page becomes breadcrumbed chunks; each database, one lean collection. Bloat stripped, FTS-ranked, kept fresh on a webhook/poll.

always fresh
3

Your AI reads the copy

Claude or ChatGPT pulls from the Stash connector — projection by default, a fraction of the tokens. Each copy links back to the source.

fraction of the cost
4

Need to write? Handoff.

Every copy carries its source_url. The moment the agent needs to edit, Cache loads the best native connector — the real doc.

native write

Read-only is the point.

Cache never writes back, never holds an edit surface of its own. That's not a limitation — it's what makes the whole cost win safe to switch on today.

No risk to your real docs. Cache can't change them. Writes always go through the native connector.
No merge, no data-loss, no conflict. One source of truth — yours. Stash just reads it cheaply.
The full cost win, none of the danger. Switch it on, watch the bill drop, change nothing else.

Your docs, read-only through Stash
for a fraction of the cost.

An early preview of Stash Cache. Point it at the docs you already have and stop paying retail for retrieval.

Early access · preview

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Drop your email and we'll let you in when the preview opens. No spam, just the invite.

Read-only by design. Preview is invite-only · early numbers are preliminary & directional.

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Part of the Stash family
Stash the token-light store
Stash Cache you're here read your docs for a fraction of the cost
AgentDocs the office suite for the agent era