Interactive concept · Fictional data · Simulated agents
From supplier quotes to a clear recommendation.
Compare costs and delivery dates, resolve missing information, and prepare a report with its sources attached. Follow an operations manager choosing a supplier for 2,000 printed mailer boxes.
Recorded workflow · sound offSupplier recommendation
Three fictional supplier quotes become a sourced recommendation. Review an unsupported claim, add a simulated supplier reply and compare the updated report before human review.
Explore the interactive demo+
Open the workspace and work through the example at your own pace.
The job is to buy 2,000 printed mailer boxes that arrive by 30 November. The report brings the prices, delivery commitments and supporting passages together for purchasing review.
01
Start with the full delivered cost.
Alder quotes $4,000 delivered. Cobalt quotes $4,140. Birch lists $3,600 in goods and setup, but has not confirmed freight or arrival. The missing fields stay visible, so an incomplete quote is not treated as the cheapest complete offer.
Compare the same quantity, dimensions and printing.
Keep dispatch and confirmed arrival dates separate.
Three itemized quotes
02
A dispatch date is not an arrival date.
The initial draft says Birch cannot meet the deadline. The reviewer flags that sentence and opens the quote beside it: the source only confirms dispatch. Compare the proposed correction and accept wording that accurately describes the missing information.
See the exact sentence and its quoted evidence.
Keep Alder provisional while Birch’s quote is incomplete.
A source-supported correction
03
New information changes the recommendation.
Load the simulated supplier reply: Birch confirms $220 freight and arrival on 27 November. Its delivered total becomes $3,820, which is $180 less than Alder. The comparison updates, and the existing report is marked as needing revision.
Review the changed supplier, price and date together.
Accept the revised report before reviewing it again.
Birch · $3,820 delivered
04
Hand purchasing a report with its evidence.
Review the current recommendation, cost calculation, delivery condition and source references. A person acknowledges the current version before downloading the text report. The report recommends a supplier; it does not place an order.
Arrival depends on confirming the order by 30 October.
The quote expires on 31 October; all sample prices are in USD, excluding sales tax.
A reviewed purchasing recommendation
How the work is coordinated
Separate specialists. Shared context.
In the underlying implementation, a coordinator passes the working context to a writing specialist, then sends the draft and original evidence to a separate reviewer.
01
Coordinator
Collects usable source excerpts, facts and open questions into a bounded working context.
↓
02
Writing specialist
Prepares a candidate draft with references to the evidence it uses.
↓
03
Separate reviewer
Receives the candidate and original evidence, then returns findings for review.
Rule-based checks validate references and input consistency around the model calls. Changed source material can invalidate an earlier review.
Models and tools
OpenAI
Drafting and a separate review of the document.
Claude Code
Specialist task coordination and handoff tracking in a separate workflow.
These are separate workflows in the underlying system. This demonstration uses supplied sources and simulated responses.
Explore the workspace
Supplier recommendation
Compare itemized costs and delivery dates
Check claims against the quoted evidence
Keep unknown freight and arrival dates visible
Update the recommendation when new evidence arrives
Review the current report and its sources
Download the purchasing recommendation as text
A useful place to start
Check the recommendation and compare the flagged claim with its source.
Accept the correction, then load the simulated supplier reply.
Update the recommendation, review the final report and download it.
Build around your own workflow
Tell us how work moves through your business. We can shape a system around the people, decisions and handoffs involved.
May we use Google Analytics cookies to measure visits and improve this site? Advertising tracking is off. You can use the site either way and change your choice in the footer. Cookie details.