idle.idle.
Case studies
Examples of what it looks like when operations stop pretending manual work is a process.
A growth agency · B2B services

Stopped manual lead triage from eating the whole morning.

Leads were coming in from too many places, getting reviewed by hand, and moving far too slowly for a team that sold speed.

Timeline: 18 days

-91%
Triage time
8x faster
Response speed
+37%
Qualified calls
Implementation
  • Normalized inbound across forms, email, and DMs.
  • Added AI summaries, enrichment, and routing.
  • Split leads into booked, nurture, and non-fit paths.
Stack
HubSpotOpenAIClayn8nCalendly
“The best part was not the automation. It was finally knowing every lead went somewhere sensible.”
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A web3 infrastructure team · Crypto / Web3

Built after-hours support coverage without trapping users in bot hell.

Support demand spiked outside team hours and repetitive tickets were drowning the people who should have been handling the tricky ones.

Timeline: 3 weeks

-54%
First-touch load
24/7
Coverage
92%
Routing accuracy
Implementation
  • Added AI ticket summaries and classification.
  • Connected approved docs and release notes.
  • Used confidence rules so technical edge cases went straight to humans.
Stack
ZendeskSlackOpenAINotionCustom RAG
“We wanted automation that knew when to stop. That turned out to be the whole point.”
Talk through a similar build →