#814 · AI & Technology Tool

AI Sales Assistant Throughput Calculator

Estimate the completed-work rate for sales interactions using workload-specific operating assumptions. Adjust the inputs to match measured production behavior, then use the primary estimate and supporting metrics to compare deployment choices, identify constraints, and document a repeatable planning baseline. The calculator runs locally in your browser and does not send operational data to a server.

Calculator

Planning inputs
workers
sec
%
hours

How to use this calculator

  • Enter the workload and performance values that represent the planning period.
  • Use measured production averages or representative benchmark results where possible.
  • Select Calculate to update the main estimate and supporting metrics.
  • Compare the result with available capacity, budget, or service goals.
  • Change one assumption at a time to test a practical scenario.

Formula

Gross tasks/hour = concurrent workers × 3,600 ÷ cycle time
Successful tasks/hour = gross tasks/hour × completion rate

Daily completed work multiplies successful hourly throughput by operating hours.

What the result means

Successful tasks per hour is the useful completed-work rate. Gross throughput shows raw attempt capacity, and unsuccessful attempts expose the volume that may need retries or human handling.

The formula assumes workers remain available and cycle time is stable. Queues, rate limits, variable generation length, and downstream systems can lower realized throughput.

Example calculation

With 40 concurrent workers, a 6-second cycle, 94% completion, and 24 operating hours:

Gross = 24,000/hour; successful = 22,560/hour; daily = 541,440

Tips for better results

  • Model prospecting, qualification, and follow-up separately when their prompts differ.
  • Use production token measurements instead of assuming every interaction is identical.
  • Include CRM lookups and tool-call delays in end-to-end planning.
  • Account for retries and human handoffs when estimating completed work.
  • Revisit assumptions when the sales sequence or model changes.

Frequently asked questions

What counts as a successful interaction?

Define success consistently, such as a completed response that passes validation without a retry or human takeover.

Should human-handled tasks be included?

Include them only if their cycle time and concurrency are represented; otherwise keep human capacity in a separate model.

How should retries be counted?

The completion-rate adjustment treats unsuccessful attempts as lost throughput. If retries consume worker time, ensure the measured cycle and success rate reflect them.

Can operating hours be less than 24?

Yes. Use the hours during which this capacity is available if the service is scheduled or constrained.

Why can measured throughput differ from this result?

Arrival patterns, batching, token length, rate limits, and dependent services can prevent continuous use of all workers.

Inputs and units

VariableMeaning
Concurrent workersSimultaneous processing slots
Average cycle timeSeconds occupied per attempt
Completion rateShare producing a successful task
Operating hoursDaily availability window

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