№ I
Stable ingestion
- Search · RSSHub · crawler · email · webhook
- Health-checked RSSHub instances with failover
- URL normalization & dedup
OctoReport · Editorial— Vol. 01 · English —August 3, 2026
01Issue · Reporting platform
Reliable AI reports from
multi-source content pipelines.
Your AI intelligence pipeline: competitor sites, search, RSS, scholarly APIs, email and webhooks — collected on your schedule, delivered as a weekly briefing where every conclusion links back to its source.
Editor's note
"We don't just splice web pages.
We do the engineering work."
Source presets
80+
X · RSS · web · academia · changelogs
Pipeline stages
7
collect · dedupe · clean · orchestrate · deliver
Model partners
12+
OpenAI · Anthropic · DeepSeek · Doubao
Queue lanes
12
async · observable · retriable
02Why OctoReport
Built for production,
not just demos.
№ II
Trustworthy pipelines
- LLM cleaning into structured outputs
- Queue + retry + clear states (RETRYING/FAILED)
- Audit logs with sensitive-field redaction
№ III
Actionable delivery
- Drag-and-drop multi-step templates
- Markdown / HTML / JSON outputs
- Email · Slack · Lark delivery
EXSample reports
See the goods before you sign up.
Open and read — no login needed. Note the citation marks after each conclusion: that is the evidence chain; unsupported claims get flagged.
VSComparison
Controllable sources · pipelines · evidence chain · scheduled delivery — no one else combines all four
Scheduled tasks
OctoReport
Minute-level scheduling, no task cap, multi-step templates
- ChatGPT Tasks
- 1-hour minimum interval, 5 (Plus) / 15 (Pro) task cap
- Legacy MI/CI suites
- Fixed daily/weekly formats
- DIY workflows
- Your own cron to maintain
Source control
OctoReport
12 collector types, self-serve: web / search / RSS / email / scholarly / webhook
- ChatGPT Tasks
- Black-box sources
- Legacy MI/CI suites
- Vendor-curated sources; custom = paid project
- DIY workflows
- One fragile script per source
Claim trust
OctoReport
Claim-level evidence chain: every conclusion traceable, unsupported ones flagged
- ChatGPT Tasks
- No evidence chain
- Legacy MI/CI suites
- Article links, no claim-level checks
- DIY workflows
- No governance
Delivery & integrations
OctoReport
Email / Slack / Lark on schedule, email & webhook inbound
- ChatGPT Tasks
- No webhook, no API
- Legacy MI/CI suites
- Mostly in-platform
- DIY workflows
- Wire IM/email yourself
Price range
OctoReport
From $19.99/mo — 3–12% of legacy tooling
- ChatGPT Tasks
- $20–200/mo general subscription
- Legacy MI/CI suites
- $15K–60K+/yr
- DIY workflows
- Engineering time
| Dimension | ChatGPT Tasks | Legacy MI/CI suites | DIY workflows | OctoReport |
|---|---|---|---|---|
| Scheduled tasks | 1-hour minimum interval, 5 (Plus) / 15 (Pro) task cap | Fixed daily/weekly formats | Your own cron to maintain | Minute-level scheduling, no task cap, multi-step templates |
| Source control | Black-box sources | Vendor-curated sources; custom = paid project | One fragile script per source | 12 collector types, self-serve: web / search / RSS / email / scholarly / webhook |
| Claim trust | No evidence chain | Article links, no claim-level checks | No governance | Claim-level evidence chain: every conclusion traceable, unsupported ones flagged |
| Delivery & integrations | No webhook, no API | Mostly in-platform | Wire IM/email yourself | Email / Slack / Lark on schedule, email & webhook inbound |
| Price range | $20–200/mo general subscription | $15K–60K+/yr | Engineering time | From $19.99/mo — 3–12% of legacy tooling |
Notes: ChatGPT Scheduled Tasks limits are from OpenAI’s public help center (June 2026); legacy pricing ranges from public quotes and industry reports. Comparison scope: the combination of controllable multi-source ingestion + templated report pipelines + scheduled delivery + claim-level evidence chains.
If a collector fails, it should be able to explain why—rather than silently leaving your morning report empty.
03The closing note
Launch reliable AI reports in days,
not months.
Stable ingestion, AI cleaning, auditable pipelines. No more fragile scripts or missing logs.