Agent 19 · Digital Marketing
ContentGen Agent
Finds gaps in the content calendar and writes the missing posts.
Agent PackContent StudioLangGraph + CrewAI
Found35
Fixed + verified35
Held for approval0
Recalln/a
One offline run on demo data with planted problems (recorded platform test, November 2026).
How ContentGen heals data, step by step
INData inSynthetic content calendar.
01Detect35 problems found
02Diagnose2 problem types named
03Plan35 safe to fix · 0 need a person
04Fix + verify35 fixed and re-checked
05ReportPlain-English report and Control Tower record
- Client problem
- Calendars have empty days and posts without copy.
- What it does
- Checks posting cadence and missing copy.
- How it heals
- A CrewAI crew (analyst, fixer, reviewer) drafts on-brand copy for every gap and every post missing copy.
- Human gate
- Brand approval before publishing (configurable).
- Typical buyer
- SMBs, agencies, hotels
- Built with
- LangGraph self-healing loop with a CrewAI crew (analyst, fixer, reviewer)
- Demo data
- Synthetic content calendar.
- Tables
- content_calendar ← synthetic
- Target outcome
- Target: zero empty weekdays.
- Path to production
- Content Studio Pack.
Issues detected on the demo data
| Issue | Risk | Proposed fix | Count |
|---|---|---|---|
| calendar_gap No LinkedIn post planned on 2026-10-01 | low | Draft a post for the empty slot | 4 |
| missing_copy scheduled instagram post has no copy | low | Write copy | 31 |
How we demo it
- Load the calendar.
- Run ContentGen.
- Read the drafted posts.
Built on AWS
Runs in the platform container on EC2 Graviton (or on demand in Lambda), writes healed tables to the S3 lakehouse, uses Amazon Bedrock only to write explanations, and reports six metrics to CloudWatch.
Step into DigiQuench.
Agents that heal your data.
Watch an agent find planted problems, fix the safe ones and wait for your approval on the rest. Thirty minutes, live.