Public evidence index › automation demand pulse
What are small-business operators asking automation vendors to solve?
From 2026-07-30 through 2026-08-07, the intent engine observed 106 public requests: 106 from Reddit and 0 from Hacker News. 35 mention back-office finance vocabulary, 61 mention lead, sales or customer work, and 16 mention scheduling or booking. These groups overlap; they count words observed in public requests, not qualified buyers.
This page is the public receipt for an acquisition channel. It shows what the collector actually saw, which rows were excluded, and why a fetched post is not called demand. No username, post body, email address, generated reply, or private contact record is published.
Which operations problems appear in the requests?
Each theme is a frozen word-boundary rule over the source text. One request may match several themes, so the figures must not be added together. The rules do not infer a budget, industry, buying role, or willingness to pay. Their job is narrower: expose which recurring operations vocabulary is present before anyone chooses what to research or build.
Back-office finance
Matched invoicing, billing, payroll, quotes, bookkeeping or payments.Lead, sales and customer work
Matched lead, sales, customer, client, marketing, follow-up or CRM.Scheduling and booking
Matched scheduling, booking, appointments or reservations.Software and workflow
Matched software, automation, workflows, spreadsheets or manual work.Staffing and labor
Matched hiring, staff, employees, labor or workforce.Observation window: 2026-07-30 to 2026-08-07. The page updates from the collector's read-only SQLite store; a missing or unreadable store returns UNKNOWN/503 instead of a zero.
Coverage and qualification receipt
0 structured qualification values exist across the four buyer fields for 106 public records. Pain summary: 0 of 106; industry: 0 of 106; budget: 0 of 106; timeline: 0 of 106. That missing qualification is why this page reports observed requests, not sales leads.
| Stored source | Rows | Public treatment |
|---|---|---|
| 106 | Included public request | |
| Known local fixtures | 3 | Excluded by exact source URL |
| Unrecognized source rows | 10 | Withheld because the public-source contract could not be checked |
The safety sidecar was observed 2026-08-09: 0 emails sent, 0 social posts made, and 0 Smartlead leads uploaded. A source fetch is not a referral, a draft is not contact, and a public request does not authorize messaging the person who wrote it.
A concrete next step for an operations team
Flow Pro is $124 per month. An owner or operations lead at a service business gets five active automation flows with up to 150 API calls per flow per day. The current pricing page includes a 14-day free trial and 30-day money-back guarantee. The public intent counts above do not prove that these posters want Flow; the offer is here so a reader who recognizes their own invoicing or workflow problem can act immediately.
See Flow pricingAsk about the workflow fitSee the invoicing workflow capacity example. It explains what the plan runs and where a service team should size the workflow before starting.
Recent source receipts
The table lists the latest included source URLs that matched at least one theme. It publishes no copied post text and no author handle. The links let a reader audit the mechanical classification against the public source as it exists now; deletion or later editing at the source does not rewrite what the collector observed on its dated read.
| Observed | Source | Mechanical themes | Provenance |
|---|---|---|---|
| 2026-08-07 | Lead, sales and customer work, Software and workflow, Staffing and labor | Open public source | |
| 2026-08-07 | Back-office finance, Software and workflow, Staffing and labor | Open public source | |
| 2026-08-07 | Software and workflow | Open public source | |
| 2026-08-07 | Software and workflow | Open public source | |
| 2026-08-07 | Back-office finance, Lead, sales and customer work, Software and workflow | Open public source | |
| 2026-08-07 | Back-office finance, Lead, sales and customer work, Software and workflow | Open public source | |
| 2026-08-07 | Software and workflow | Open public source | |
| 2026-08-07 | Back-office finance, Lead, sales and customer work, Scheduling and booking, Software and workflow | Open public source | |
| 2026-08-07 | Back-office finance, Lead, sales and customer work, Scheduling and booking, Software and workflow, Staffing and labor | Open public source | |
| 2026-08-06 | Lead, sales and customer work, Software and workflow, Staffing and labor | Open public source | |
| 2026-08-06 | Back-office finance, Software and workflow | Open public source | |
| 2026-08-06 | Lead, sales and customer work, Software and workflow, Staffing and labor | Open public source |
Method and limits
- Read the intent-engine opportunity store in SQLite read-only mode.
- Exclude three known harness fixtures by their exact source URLs, not by source name.
- Admit only HTTPS URLs on the expected Reddit, Hacker News or Upwork hosts.
- Count five non-exclusive vocabulary themes with frozen regular expressions.
- Count qualification fields, drafts, outcomes and safety receipts from their owning stores.
- Expose only dates, counts, theme labels and original public source links.
Limits: The sources are a selected feed, not a representative market sample. Keyword mention is not purchase intent. A score is not a customer. Zero recorded outcomes means the channel has not proved conversion. Collection gaps outside the stated window are unknown, and this page makes no market-size claim.
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