aicost.ai / Workload Catalog

Workload Catalog

Browse 427 AI workload patterns across 5 company sizes, 8 industries, 10 departments.
Showing 9 of 427 workflows · department: it-eng
ID / Name Triplet Vertical Capabilities Description
Code review + PR description assist
enterprise-general-code-review-assistant
enterprise general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.
DevOps runbook + incident assist
enterprise-general-devops-runbook-automation
enterprise general it-eng inference retrieval agentic evaluation Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons.
Internal knowledge / docs search
enterprise-general-internal-knowledge-search
enterprise general it-eng inference retrieval evaluation Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y.
Internal IT helpdesk (tier-1)
enterprise-general-it-helpdesk-tier1
enterprise general it-eng inference retrieval agentic evaluation Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans.
Code review + PR description assist
mid-market-general-code-review-assistant
mid-market general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.
DevOps runbook + incident assist
mid-market-general-devops-runbook-automation
mid-market general it-eng inference retrieval agentic evaluation Suggest first-step diagnostics from alert context, link to runbooks, draft incident-summary updates, post-mortem skeletons.
Internal knowledge / docs search
mid-market-general-internal-knowledge-search
mid-market general it-eng inference retrieval evaluation Semantic Q&A across Confluence/Notion/Slack/Drive: who owns what, how do we do X, where is policy on Y.
Internal IT helpdesk (tier-1)
mid-market-general-it-helpdesk-tier1
mid-market general it-eng inference retrieval agentic evaluation Password resets, software access, VPN troubleshooting, common-issue runbook execution; escalate hardware + security to humans.
Code review + PR description assist
smb-general-code-review-assistant
smb general it-eng inference retrieval agentic evaluation Surface logic issues, style violations, missing tests; suggest PR description from diff; flag security-sensitive changes.