See where generation spend and reliability move together.
Track provider-attributed text and image cost, tokens, requests, retries, latency, failed calls, and remaining credits in one operational view.
Provider control
Illustrative product schematicBlogFactory · Editorial control schematics
Models connect without exposing provider keys.
Choose the modelSee provider costKeep provider control
Control the bill with operational context.
Attribute spend
See text, image, model, and per-post cost context.
Watch reliability
Keep failures and retries beside request volume.
Find cost drivers
Surface expensive models, high latency, and image spend.
Track provider headroom
Keep connected-provider balance and credits visible.
Cost, reliability, and headroom share one window.
The captured view keeps daily spend, model cost drivers, failed calls, latency, and provider credits together.
- Provider-attributed cost
- Slow and expensive drivers
- Failure counts
Follow requests and tokens over time.
Provider balance and daily usage make model operations inspectable at the same grain as the connected account.
- Daily token trend
- Requests and latency
- Image queue state
Measure, diagnose, and adjust.
Choose the window
Read cost, requests, and provider headroom for the selected period.
Inspect the driver
Open the model, latency, failure, or retry signal moving the result.
Adjust the workflow
Change provider or model choices without weakening review boundaries.
Built for controlled content operations.
Spend pulse
Cost and reliability use the same time window.
- Total and text cost
- Average cost per post
- Failed calls
- Credits left
Usage detail
Operational dimensions stay available for diagnosis.
- Daily token usage
- Request count
- Average latency
- Image generation counts
Before you connect.
Does BlogFactory keep sites separate?
Yes. Content, sources, permissions, provider access, search properties, and destinations remain scoped to the authorized site.
Can an MCP agent publish live or delete content?
No. Agent authority stops at approved CMS draft creation. Live publishing, deletion, credentials, and account administration stay outside MCP.
How can I use BlogFactory?
Self-host the AGPL-3.0-only release candidate for free, or create a managed BlogFactory Cloud account from $5 per month. Both editions keep CMS delivery draft-only.
Run BlogFactory where your content operation lives.
Inspect the public source, then follow the source-build Compose guide — or let Cloud run it from $5 a month. The boundary is identical in both.