The work is shared.
Collecting, organizing and connecting knowledge can serve many questions. Preparation is shared by those who need it.
Scenario result · hypothetical
80%
Less inputcontext.
In this example, the same question goes from 12,000 to 2,400 input tokens.
Research per query12,000
With prepared context2,400
9,600 tokens less context per query in this example
Hypothesis, not a measured reduction
See all assumptionsWhy Vaults. Research once. Understand much more.
Information is prepared before the query. Your agent retrieves the relevant pieces and can focus the conversation on your question.
The same research, shared across many queries. Prepared knowledge makes more room for analysing each question.
Discover the VaultsThe contextthat matters.
Hypothetical example: 12,000 initial research tokens compared with 2,400 retrieved tokens. The difference is 9,600 tokens per query (80%). This is neither a measured result nor a promise: it depends on the question, coverage and evidence selection.
Input tokens are only part of usage. Output, reasoning and tools count too. The goal is to focus the conversation on understanding the question.
12,000 initial research tokens
2,400 retrieved tokens
Hypothetical example: 12,000 initial research tokens compared with 2,400 retrieved tokens. The difference is 9,600 tokens per query (80%). This is neither a measured result nor a promise: it depends on the question, coverage and evidence selection.
Input tokens are only part of usage. Output, reasoning and tools count too. The goal is to focus the conversation on understanding the question.
Savings start with the process
Fewer repeated steps.More room to understand.
The question focuses the context.
Retrieving relevant pieces avoids carrying an entire research process into every query. Less repetition, a more focused reading.
You can review the evidence.
Review the dates, coverage and data supporting a claim. Missing information and estimates are identified.
How the process changes
Knowledge, prepared.
The question, at the center.
- 01
Prepare
Collect and connect authorized sources.
- 02
Review
Check the evidence and identify its limits.
- 03
Retrieve
Select context for each question.
- 04
Understand
Converse with evidence close by.
The difference isin the preparation.
| What you compare | Research per query | With a Vault |
|---|---|---|
| Preparation | The task collects and organizes; it may reuse cache. | The shared base is prepared before the query. |
| Context | Depends on search, tools and selection. | Retrieval is limited to relevant, authorized fields. |
| Evidence | Can include sources and dates. | Source, date and status are part of the planned contract. |
| Context usage | Research and responses consume tokens. | Relevant context for the question, with visible usage. |
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