TokenAtlasAI cost playbooks by role (JTBD)
Job-to-be-done playbooks for the people running AI in production — engineers, PMs, founders and finance leads. For industry verticals, see /solutions.
AI Cost for Chatbots — Per-Conversation Economics
Chatbot cost math you can defend: per-conversation, per-user and per-month estimates for support, sales and onboarding bots across GPT, Claude and Gemini models.
Read AI Cost for Chatbots — Per-Conversation EconomicsAI Cost for SaaS — Pricing, Margins & Model Selection
How SaaS teams budget AI spend: per-seat economics, gross-margin protection and model selection, modelled from your own usage volumes and current provider rates.
Read AI Cost for SaaS — Pricing, Margins & Model SelectionAI Cost for E-commerce — Product Copy, Search & Support
AI cost breakdown for e-commerce teams: product description generation, semantic search and support automation, priced per SKU, per query and per ticket.
Read AI Cost for E-commerce — Product Copy, Search & SupportAI Cost for Fintech — KYC, Fraud & Compliance Workloads
Model fintech AI costs across document review, KYC automation, fraud explanation and compliance summarisation — with per-document and per-case unit economics.
Read AI Cost for Fintech — KYC, Fraud & Compliance WorkloadsAI Cost for Agencies — Client Billing & Margin Math
How agencies price AI deliverables: cost-plus, value-based and retainer math worked through with current model rates so every quote keeps a defensible margin.
Read AI Cost for Agencies — Client Billing & Margin MathSaaS Teams — AI Cost Tracking & Margin Protection
Track modelled AI cost per SaaS feature and customer tier, then compare cheaper model strategies before margin erodes. Built for product and finance teams.
Read SaaS Teams — AI Cost Tracking & Margin ProtectionAgency AI Budgeting — Per-Client Cost Planning
Plan AI budgets per client engagement: scope tokens per deliverable, price the workload against current model rates, and protect retainer margin before you quote.
Read Agency AI Budgeting — Per-Client Cost PlanningEnterprise — LLM Cost Control & Governance
Model and govern enterprise LLM spend: per-team and per-environment budgets, approval-ready forecasts, and model policy decisions grounded in current rates.
Read Enterprise — LLM Cost Control & GovernanceStartups — AI cost management with TokenAtlas
AI cost management for startups: forecast runway impact, size prompts before you ship, and compare cheaper models without guessing at next month's invoice.
Read Startups — AI cost management with TokenAtlas