The Agent Pipeline Planner estimates the monthly cost and return on investment of deploying an AI agent pipeline within an MSP environment. It models token consumption across each stage of a pipeline, applies current API pricing, adds platform costs (Microsoft Copilot Business seats and framework overhead), and compares the total against the value of engineer time recovered.
All figures are estimates based on configurable inputs. Actual costs will vary depending on real token consumption, negotiated enterprise pricing, and observed success rates. The calculator is intentionally conservative — it uses realistic token baselines drawn from production MSP workloads, not vendor minimum estimates.
The following inputs drive all calculations. Each field maps directly to a variable in the formula chain.
| Field | Variable | Default | Description |
|---|---|---|---|
| End Users | endUsers | 100 | Number of team members using the pipeline. Auto-populates Copilot seats and user-driven run volume (1:1 ratio). |
| User-Driven Runs / Day | runsDay | 100 | Pipeline executions triggered by user actions (e.g. ticket submitted, query entered). |
| Additional Auto Runs / Day | runsExtra | 0 | Scheduled or event-triggered executions independent of user count (e.g. nightly backup checks). |
| Working Days / Month | workDays | 22 | Business days per month used to calculate total monthly run volume. |
| Avg Steps / Run | stepsRun | 5 | Number of distinct stages the pipeline executes per run. Informational — affects recommended agent count. |
| Copilot Business Seats | cpSeats | 100 | Number of Microsoft Copilot Business licences. Billed at $19/seat/month. |
| Hours Saved / Run | hrsSaved | 0.5 | Engineer time recovered per successful pipeline execution. Used to calculate value of time recovered. |
| Engineer Rate ($/hr) | engRate | $75 | Fully-loaded hourly cost of the engineer whose time the pipeline recovers. |
| Success Rate (%) | successRate | 80% | Percentage of pipeline runs that complete successfully. Applied to hours-recovered calculation only. |
| Token Caching | caching | Off | When enabled, applies Anthropic Prompt Cache pricing: input tokens cost 50% less. |
| Setup Hours | setupHrs | 40 | One-time engineering hours to build and deploy the pipeline. Used for break-even calculation only. |
| Setup Rate ($/hr) | setupRate | $100 | Hourly rate applied to setup hours. Used for break-even calculation only. |
The total number of pipeline executions per month is the foundation of every cost and ROI calculation.
Claude API pricing is based on tokens — the units into which text is broken before processing. The calculator estimates token consumption per run using a base value plus additive increments from each selected capability.
Capability token overheads used in the calculator:
| Capability | Added Tokens / Run | Agent Bump |
|---|---|---|
| Code generation | +1,500 | 0 |
| External API / data fetch | +2,000 | 0 |
| Logic review / QA | +3,500 | +1 |
| Human-in-the-loop gate | +2,500 | +1 |
| Conditional routing | +3,000 | +1 |
| Auto-retry on failure | +2,000 | +1 |
| Risk / anomaly assessment | +4,000 | +1 |
| Parallel agent tasks | +5,000 | +2 |
| Structured report output | +3,000 | +1 |
| Long-running / resume | +1,500 | +1 |
The total monthly pipeline cost is the sum of three components: Claude API charges (per stage), Microsoft Copilot Business seat licences, and optional framework platform overhead.
ROI is calculated by comparing the monetary value of engineer time recovered against the total pipeline cost. The difference is the monthly net saving — the headline figure displayed at the top of the calculator.
The break-even calculation answers: how many months does it take for the monthly net saving to recover the one-time cost of building and deploying the pipeline?
The calculator recommends 1, 2, or 3 agents based on the complexity signalled by the selected capabilities. This is advisory — it reflects the minimum architecture needed to handle the selected requirements reliably.
| Agent Count | Label | Triggered When |
|---|---|---|
| 1 Agent | Copilot alone | No capabilities selected, or only low-complexity capabilities (code generation, API fetch) with no agent bump flags set. |
| 2 Agents | Copilot + Claude | Any capability with agent bump ≥ 1 is selected. Capabilities that signal the need for independent reasoning: Logic Review, Human-in-the-loop, Conditional Routing, Auto-retry, Risk Assessment, Structured Report, Long-running. |
| 3 Agents | Copilot + Claude + Specialist | Parallel Agent Tasks is selected (agent bump = 2), or multiple bump-1 capabilities are combined at high complexity. |
All API pricing is per million tokens (MTok) unless noted. Rates are sourced from published vendor pricing as of Q1 2026.
| Model | Input (per MTok) | Output (per MTok) | Notes |
|---|---|---|---|
| Claude Haiku 3.5 | $0.80 | $4.00 | Fastest, lowest cost. Suitable for classification, routing, and simple extraction tasks. |
| Claude Sonnet 4 | $3.00 | $15.00 | Default for most reasoning stages. Balances capability and cost. |
| Claude Opus 4 | $15.00 | $75.00 | Highest capability. Use only where Sonnet cannot reliably complete the task. |
| GPT-4o Vision | $2.50 | $10.00 | For stages requiring image or visual input analysis. |
| Claude Vision (Sonnet) | $3.00 | $15.00 | Claude-native vision tasks at Sonnet pricing. |
| DALL·E 3 | $0.04 flat | per image | Flat rate per image generated regardless of content size. |
| Copilot only | $0.00 | $0.00 | No API token cost. Stage handled entirely by Microsoft Copilot Business. |
| Platform Cost | Rate | Applied To |
|---|---|---|
| Microsoft Copilot Business | $19.00 / seat / month | All Copilot-assigned seats (cpSeats input) |
| LangChain (open source) | $0.00 | No platform overhead |
| LangSmith / LangGraph | $39.00 / month | Fixed monthly platform fee when selected |
| Token Caching (Anthropic) | −50% input cost | Applied to tokIn when caching is enabled |
The following traces a complete calculation using the Ticket Summarizer preset configuration — a realistic MSP scenario.
| Assumption | Detail |
|---|---|
| Token split 65/35 | Input tokens are estimated at 65% of total token consumption, output at 35%. This reflects typical MSP workloads where prompts and context are longer than responses. |
| Base 3,000 tokens/run | Reflects a system prompt of ~1,000 tokens and minimal baseline context of ~2,000 tokens. Complex pipelines with long conversation history may exceed this significantly. |
| 80% success rate default | Production AI pipelines typically complete successfully 75–90% of the time depending on task complexity. Only successful runs contribute to hours recovered. |
| Copilot at $19/seat/month | Microsoft Copilot Business list price as of Q1 2026. Enterprise agreements may differ. Copilot Enterprise is $30/seat/month and is not the default in this calculator. |
| No volume discounts modelled | The calculator uses standard published API pricing. Enterprise token commitments or prepaid packages are not reflected. |
| Engineer rate is fully-loaded | The ROI calculation assumes the engineer rate entered includes benefits, overhead, and opportunity cost — not just base salary. |
| Token caching availability | Anthropic Prompt Cache is available on Claude Haiku 3.5, Sonnet, and Opus. The 50% input discount applies only to prompts that meet minimum caching thresholds in practice. |