Account export
15 rows
Domain-mapped account rows for human-approved follow-up.
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LoadingA reusable one-page artifact for showing calls, spend, latency, failures, account-domain evidence, and the next action for a $500k paid workspace.
Workspace
$500k paid workspace
Redis paid QA workspace
MCP calls
35
1,174 product events in readout
Tracked spend
$16.53
MCP receipts with cost evidence
Failures
0
Reliability status by server
Proof row
Each row starts as developer MCP telemetry and ends as a buyer-readable cost, reliability, and account-evidence recommendation.
| MCP server | Calls | Spend | Latency | Failures | Account/domain evidence | Recommended action |
|---|---|---|---|---|---|---|
redis-mcp RAG agent Redis MCP vector lookup | 28 | $4.98 $0.18/call | 844 ms | 0 | 28 domain-linked Redis vector-search workflow receipts | Keep current stack path Lowest cost per call with sub-second average latency in this QA run. |
pinecone-mcp RAG agent vector-store cost comparison | 7 | $11.55 $1.65/call | 3,900 ms | 0 | 7 paid-intent comparison receipts from the same RAG workflow | Review cheaper stack path Higher cost per call and higher latency before this path should scale. |
Account evidence
This artifact is designed for enterprise procurement: the numbers are source-labeled, account-safe, and explicit about what is measured.
15 rows
Domain-mapped account rows for human-approved follow-up.
57 rows
Readable evidence rows tying source, workflow, account, and action.
13
Accounts with enough product and domain evidence to review.
No raw payloads
The proof uses receipts, costs, status, latency, workflow, and account domain evidence.
Executive readout
The proof separates the developer workflow from the enterprise action: keep the faster, lower-cost MCP path, review the expensive comparison path, and route account-safe evidence to the buyer.
A CFO sees spend control, a CTO sees latency and reliability, and a CRO sees account-domain evidence tied to the same workflow.
Verified with the delete-safe Redis QA production fixture. Replace these sample values with a customer's own workspace data before making external ROI claims.
Reusable motion
The sample is delete-safe Redis QA production fixture; the operating motion is reusable for any developer product with MCP, agent, model, or infrastructure usage receipts.
Wrap production MCP tool calls once and record server, tool, workflow, status, cost, latency, and account-safe context.
Roll receipts up by MCP server and workflow so cost and reliability are visible without exposing raw prompts or private code.
Connect usage to domain-mapped accounts, exports, and report rows the buyer can inspect.
Tell the enterprise which stack path to keep, review, or fix before the workflow scales.
Connect MCP telemetry, account evidence, and human-approved recommendations so enterprise buyers can see what to keep, cut, or fix before spend scales.