Use Cases

A concrete view of how Holycrab AI is applied across teams and workflows.

Internet product teams
Requirements -> PRD and milestones
Turn cross-team chat into a PRD, scope, and milestone plan.
Product manager · Engineering lead · Design lead
Internet product teams
Design review -> decisions and change list
Capture review conclusions, issues, and edits in one list.
Designer · Product manager · Frontend lead
Internet product teams
Sprint retro -> actions and owners
Turn retrospective chat into actionable improvements.
Scrum master · Engineering member · QA lead
Internet product teams
User feedback -> priority backlog
Aggregate feedback into clear priorities and next steps.
Product ops · Support lead · Product manager
Manufacturing & supply chain
Supplier delay -> delivery response
Turn delay comms into impact and response plan.
Procurement manager · Supply planning manager · Project owner
Manufacturing & supply chain
Line incident -> brief and actions
Generate incident brief and action checklist quickly.
Production supervisor · Equipment engineer · Quality lead
Manufacturing & supply chain
Quality complaint -> CAPA plan
Turn complaint threads into CAPA plan and validation.
Quality manager · Process engineer · Support lead
Manufacturing & supply chain
Inventory alert -> replenishment plan
Convert alerts into replenishment and scheduling advice.
Planner · Warehouse lead · Procurement specialist
Finance & insurance
Underwriting chat -> underwriting brief
Summarize underwriting discussion for approval.
Underwriter · Risk manager · Business manager
Finance & insurance
Claims chat -> summary and next steps
Turn claims updates into a clear summary and plan.
Claims specialist · Support manager · Case supervisor
Finance & insurance
Regulatory update -> compliance impact
Extract key clauses and impact plan.
Compliance manager · Legal counsel · Business owner
Finance & insurance
Fraud alerts -> escalation brief
Turn alerts into escalation and actions.
Fraud analyst · Risk manager · Support lead
Gaming publishing & co-op
Live-ops data -> KPI morning brief
Summarize daily KPIs and anomalies.
Ops manager · Data analyst · Publishing lead
Gaming publishing & co-op
Channel spend -> campaign recap
Generate recap and optimization list.
Channel lead · Media buyer · Design lead
Gaming publishing & co-op
Community feedback -> sentiment and requests
Turn community chat into sentiment and requests.
Community ops · Product manager · Support lead
Gaming publishing & co-op
Release certification -> submission checklist
Turn review discussions into a checklist.
Release manager · QA lead · Channel manager
New energy vehicles
OTA release -> risk review and plan
Generate OTA risk review and release plan.
Release manager · Engineering lead · Service lead
New energy vehicles
Battery alert -> response and comms
Create response plan and customer comms.
Battery engineer · Support manager · Safety lead
New energy vehicles
Charging ops -> dispatch and recovery
Dispatch faults and recovery plan fast.
Ops lead · Maintenance engineer · Support lead
New energy vehicles
Dealer feedback -> improvement and support
Aggregate dealer feedback into improvements and support.
Channel manager · Service lead · Product manager
How we work

Capture goals, constraints, and owners from chat so decisions stop living in the thread.

Trigger execution with @ commands to generate PRDs, task breakdowns, and write-backs.

Results return to the original discussion for visibility, follow-up, and review.

Capabilities

Conversation intelligence

  • Goal and constraint extraction
  • Role-aware context
  • Decision tracking

Execution flow

  • PRD and task generation
  • Cross-tool write-back
  • Follow-up automation

Governance

  • Audit trails
  • Risk prompts
  • Traceable outcomes
Turn conversations into delivery

Start with one scenario and see how the loop closes.

Get started