Updated · 20 min ago

READ · choose how deep

TECH ValidatedⓘEvidence tiers: Early signal = 1 uncorroborated request — treat as radar, not a validated opportunity · Corroborated = 2-3 requests · Validated = 4+ requests from 2+ different people. Every count appears exactly once, in the fact bar below — each traces to a real source post.

Free AI Automation Agent

builder posts asking

+2540 product posts seen in community · 224 events tracked

see the posts →

different people asking

across 1 platform

who →

rivals shipping · web scan

see prices →

$17

cheapest rival / mo

range →

What they tried & dropped

Extracted word-for-word from the evidence posts below — every item is quoted verbatim from a real builder.

Creatio — "no-code approach seems like it could allow for more customized AI agents" verbatimsign in to trace ↗

claude — "output is garbage" verbatimsign in to trace ↗

cursor — (no stated shortcoming) sign in to trace ↗

codex — (no stated shortcoming) sign in to trace ↗

Claude Code — "too much context in one place" verbatimsign in to trace ↗

Pain, in numbers

Quantified only where a builder stated a real figure — no LLM estimates.

9 weeks“9 weeks in”

30-40 minutes“After 30-40 minutes I'd just be sitting there thinking...”

$150 a month“roughly $150 a month”

$10 per user“$10 per user for onboarding and research calls”

Hard requirements

Non-negotiables stated by builders in their own words. Miss one and they will not switch.

actual agentic behaviorproject contextconventions documentationeasy and secure managementauditabilitylog structure

Competitor pricing

Named rivals & real prices 🔒

Rivals charge $17-$29/mo · names — log in ↗

How we checked

Where we searched

2 sources · GitHub (open-source check) · SaaS marketplaces

Verification funnel

43 raw matches scanned, then AI-de-duped · see the breakdown below

Last scan

today · auto-refreshed every 30 days

Sign in to see the full opportunity

Every source post · named rivals with real prices · what builders tried & dropped · quantified pain — all traceable to the original posts

What the numbers suggest

4 rivals shipping (fact bar) see prices → market is crowded; differentiate on the unmet requirements above, don't compete on breadth.

8 requests from 8 different people (fact bar) see posts → demand is independently reported, not one person repeating themselves.

298 new tracked posts (all types) in the last 30 days vs 932 the month before see the curve → demand is cooling.

8 demand signals vs 4 shipping rivals → demand and supply are balanced — differentiation decides.

0 willingness-to-pay quotes yet → no one has named a price — validate pricing before building.

Signal history

2784 tracked posts (8 asks · 2776 product/news) first post Mar 2023 ▲ 298 in the last 30 days

Cumulative tracked posts (asks + products + news) by original post date · 11 earlier posts before this 12-month window carried into the baseline · GapMine tracked communities — not search volume · every step traces to a real post in the evidence record (sign in to read them).

Evidence pool

10 source posts on record — each insight links back to a real one.

7 reddit2 github1 capterra

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