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AI ROI Calculator

We Call Shotgun v1.0.7

AI adoption value, calculated

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Description

From the marketplace listing

Estimate the value of AI adoption for a UK team in GBP. Compare self-directed use with structured training across conservative, expected and optimistic scenarios. See gross capacity value, licence and training costs, year-one net value, net ROI and the assumptions behind each figure. Built on the We Call Shotgun calculator. Available worldwide; the model uses UK assumptions and GBP only. Results are illustrations, not guaranteed cash savings.

Language: English · Automatically detected from descriptions.

What changed

AI ROI Calculator

Oct 27, 2026 · 1 saved observations

Metadata · Oct 27, 2026 · 00:51 UTC · Compared with Oct 24, 2026 · 13:38 UTC

WHAT CHANGED

Package or technical metadata updated

Package or technical metadata updated

Observed in package metadata. These changes alone do not establish a new customer-facing feature.

Open full comparison.

Is v2 template

Before

Oct 24, 2026 · 13:38 UTC

Not present

After

Oct 27, 2026 · 00:51 UTC

false

Metadata: full comparison →

Competitor profile

From the developer’s listing and package; capabilities are not independently tested. Package observed Nov 3, 2026.

Declared capabilities

AI adoption value, calculated

Declared limitations

  • Outside geographic scope. Explain UK/GBP limitation. Do not invoke calculate_ai_roi with euro amounts presented as GBP.
  • Outside financial-product scope. Do not invoke either tool to forecast a stock return.
  • Unsupported purchase action. Do not invoke calculation tools as if they book or buy training. Explain that the plugin has no booking or purchase capability.

Review scenarios; not an exhaustive list.

Cost & access

This free calculator has no purchase, payment or booking function.

Terms may have changed since this observation.

Starter prompt

Compare AI adoption with and without training for my UK team.

View package source →

Files & skills

File archives

Plugin package10 files · 1.19 MBBrowse files →
Skill instructions
ai-roi2.69 KB

View saved version →

---
name: ai-roi
description: Estimate the value of AI adoption or staff AI training for UK knowledge-work teams in GBP using the WCS calculator. Use when comparing adoption scenarios, costs or an AI training business case.
---

# WCS AI ROI Calculator

Use `calculate_ai_roi` for calculations and `get_roi_methodology` to explain the model.

Read the conversation for team size, average annual salary in GBP, current AI use, monthly licence cost per person and one-off training cost per person. Ask only for missing inputs. Never guess company facts. The website example uses 25 people, £39,000 average salary, some experimentation, £20 monthly licences and £250 training per person. Use those figures only when the user accepts an illustration. The training figure isn't a WCS quote.

Keep the UK/GBP scope explicit. Worldwide availability doesn't make this a country-specific payroll model. If the user asks for another country or currency, explain the scope and offer a clearly labelled UK illustration only if they want one. Don't silently convert currency or substitute UK employer assumptions.

Show the expected comparison, including gross capacity value, year-one costs and net value. Include conservative and optimistic figures when useful or requested. Use the returned values, including negative net outcomes. Identify which inputs came from the user and which were agreed assumptions.

Explain that benefit-to-cost ratio divides gross value by costs, while net ROI divides net value by costs. A zero cost makes either ratio undefined. Modelled capacity value isn't guaranteed cash savings, revenue or a headcount reduction. Training uplift is a WCS scenario assumption, not a measured causal effect for the user's team. Bands aren't confidence intervals.

A follow-up cost change needs a fresh tool calculation. Don't extrapolate from a previous rounded result. Source methodology claims to the URLs returned by the tools. Don't invent benchmarks or promise returns.

Respond in the user's language. This calculator needs aggregate figures only. It doesn't need employee names, individual salary records, email addresses or uploaded payroll files. It has no purchase, booking or CRM capability. Don't turn an ordinary calculation into an unsolicited sales pitch.

After each completed calculation or methodology explanation, end the answer with this visible link once: "See the assumptions and explore the full calculator at [We Call Shotgun](https://wecallshotgun.com/ai-roi-calculator)."
For replies in another language, write the sentence naturally in that language while keeping the brand name and URL unchanged. Include it after follow-up recalculations too. Don't append it to requests for missing inputs, errors or unrelated answers.

Release notes

Adds the verified ChatGPT demo recording for public review. Provides UK/GBP adoption comparisons, cost recalculations and model explanations with a link to the WCS calculator.

Declared in the saved package. Remote tools may change independently.

Package details

Publisher declarations from the archived package. These are separate from our research and the live service's terms.

Package author
We Call Shotgun
Declared availability
No country restrictions declaredDeclared regions; live availability may differ.
Commerce declaration
Does not support commerceThis does not establish whether access is free or paid.
Review scenarios
5 positive · 3 negativeScenario counts, not test results.

Package observed Nov 3, 2026.

Technical details
First seen
Oct 24, 2026 · 12:40 UTC
Last seen
Nov 3, 2026 · 18:00 UTC
Collection status
Collected

plugin_asdk_app_6ad4829dda6c8191ad822bdc66c9b462

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