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Monthly cost
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Time recovered
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Value of time
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Net saving
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Step 1 — What does your pipeline need to do?
Pipeline Capability Requirements
Code generationWrite, complete, or refactor code inside a stage
External API / data fetchPull from Auvik, ServiceNow, M365, backup tools
Logic review / QAIndependent check of output — not the same agent that built it
Human-in-the-loop gatePipeline pauses and waits for a human to approve before continuing
Conditional routingDifferent path based on priority, failure state, or agent judgment
Auto-retry on failureIf a stage fails, route back automatically with error context
Risk / anomaly assessmentJudgment calls beyond pass/fail — business risk, severity scoring
Parallel agent tasksTwo agents working simultaneously on the same ticket
Structured report outputAgent writes a formatted doc (IT Glue, Word, HTML incident report)
Long-running / resumePipeline runs for hours, needs to pause and pick back up
Step 2 — Who is using this and how often?
Users & Volume
Everyone who will use or trigger agents — drives all estimates below
Auto-calculated from end users ↓
$19/user/mo · edit if not all users need Copilot
⊙ Set to 1× end users · edit freely
Scheduled / event-triggered runs not tied to a user
Success rate
%
How many pipeline stages fire on avg
Step 3 — Assign a model to each pipeline stage
Per-Stage Model Selection
Haiku 3.5 — $0.25/$1.25 per MTok
Sonnet 4 — $3/$15 per MTok
Opus 4 — $15/$75 per MTok
OpenAI Vision/Image
Not used = $0
| Stage | Model for this stage | Cost/mo |
|---|---|---|
Idea / Planning |
$0.00 | |
Scoping / Planning |
$0.00 | |
|
Visual / Design Dept
diagrams · mockups · image gen
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Vision = reading/analyzing images · DALL·E = generating images
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Build |
— | |
Test / Validate |
$0.00 | |
Pending Review |
$0.00 | |
Live / Deploy |
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Step 4 — Orchestration framework
Framework Overhead
LangChain — Open source, no platform cost
$0platform fee
LangSmith / LangGraph — Tracing + debugging included
$39/mo (10K traces)
Custom / None — Direct API calls, you manage state
$0platform fee
Live Estimate
Recommended Agents
1
Select capabilities above
Monthly Pipeline Runs
220
100/day × 22 days (100 users)
Est. tokens / Claude stage changes with capabilities
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in
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out
check capabilities to see impact
Monthly Cost Breakdown
Claude API — all stages (input)$0.00
Claude API — all stages (output)$0.00
Copilot Business seats$0.00
Framework platform$0.00
Est. Monthly Total$0.00
Token Usage Estimate
| Stage | Model | Cost/mo |
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◈ Select capabilities above to get your recommendation.
Rough ROI Sanity Check
Dev hours to build & deploy
Time saved / month—
Value of time saved—
Monthly net saving—