aicost
.ai
Services
Services and pricing
What AICost does for you, and what it costs
Builders and small teams
Free MCP key and calculators to start
AI-native companies
Cost and control as you scale
Enterprises
Pilots into production, governed
SIs and consultants
Prove the build is ready
MSPs
AI FinOps and governance, your brand
MCP Engines
Cost & Governance engines
96 free to try, no sign-in
Cost & Governance engines for workflows
124 engines your workflows call over MCP
MCP setup
Claude, Codex, CI or your app
Guides
Vendors, personas, weekly refresh
Governance
AI assessment
20 modules, collected and interviewed
AI governance
20 modules that run as policy
Tools to do it
Governance quick check
Five minutes to your risk tier
Assessment workspace
Consultant-led assessment and report pack
Assurance
Test the workload you will actually run
Full guides
Assessment and governance in depth
Workflows
Enterprise workflows
Priced and governed, by team and industry
Workflow designer
Describe or build your own, then price it
Live demo
Pick a workflow and see it run
Technical guide
MCP, cloud and LLM gateway integration
Resources
Platform
Clarity
See where the AI money goes
Optimize
Lower cost inside the envelope
Forecast
TCO, ROI and scale before you ship
Governance Envelope
Requirements to operating boundaries
Solutions
Business solutions
Top AI automations by team
Industry solutions
Pharma, health, banking, insurance, retail
Enterprise
Pilots into production, with evidence
SIs and MSPs
AI FinOps and assurance, your brand
VC and PE
Portfolio diligence and value creation
Workload calculators
Customer support
RAG, voice, CRM, agent, human review
Software engineering
Coding agents and dev stacks
Sales
Research, CRM, qualification, outreach
Marketing
Copy, image, video, review
Finance
OCR, extraction, policy, approval
All workloads
Browse the catalog
Technology
CostWall and CostProof
Caps and breakers; modeled vs actual
Integrations
Cloud, gateways, FinOps, GRC
Learn and company
Playbooks
Agentic, RAG, multimodal
Methodology
How the numbers are made
Security
What data we touch, where policy runs
Pricing (current)
Until Services and pricing replaces it
About
Who builds AICost
Sign in
Test a workload →
aicost.ai
/ Workload Catalog
Workload Catalog
Browse 427 AI workload patterns across 5 company sizes, 8 industries, 10 departments.
▦ Grid
☰ Table
Showing
1
of 427 workflows · segment:
enterprise
· vertical:
optometry, creator, telecom, advisor, agent, youtuber
Telecom tier-1 service deflection
Outage status, billing inquiry, plan changes, service activation; complex tech issues route to specialist.
enterprise
general
support
telecom
inference
retrieval
voice
agentic
evaluation