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LLM API Pricing and Automation Tools by shurco.ai

by ai.shurco
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Score a task for AI automation

score_automation_candidate
Read-onlyIdempotent

Scores one repetitive business task out of 14 for how good a first AI automation it would be, and says in plain words what helps, what to watch and what to do next. Ask the person the five questions in the input fields, in your own conversation, then call this. It returns result_url, a link that opens the same answer on shurco.ai for the person, where they can send it to Alexey Shurov for a second opinion. Call it once per task, up to four tasks, to compare them. The same scoring as the free tool at shurco.ai.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
kindNoThe closest kind of work, if one fits. Leave it out when unsure.
taskNoWhat the task is, in the person's own words, for example entering emailed orders.
rulesYesAsk: are the rules for handling it written down? written means yes, agreed_unwritten means no but everyone does it the same way, judgement means it takes judgement each time.
mistake_costYesAsk: what happens if a mistake gets through? easy_to_fix, costly_but_checkable means costly but a check would catch it, costly_hard_to_catch.
past_examplesYesAsk: do you keep past examples, with how each was handled? hundreds, some or none.
hours_per_weekYesAsk: how much time does it take each week, across everyone who does it? Give the answer in hours. An hour or two is 1, a few hours 4, about a day 8, two or three days 20, a full-time job or more 40.
input_regularityYesAsk: how does the work reach the team? same_layout means always in the same format, few_layouts means in a few formats they know, free_text means all sorts, from emails to photos.

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed7 schema fields changed
    • changedInput schema / properties / hours_per_week / description
      Previous value: -"Hours a week the team spends on it, everyone added together."New value: +"Ask: how much time does it take each week, across everyone who does it? Give the answer in hours. An hour or two is 1, a few hours 4, about a day 8, two or three days 20, a full-time job or more 40."
    • changedInput schema / properties / input_regularity / description
      Previous value: -"How the work arrives."New value: +"Ask: how does the work reach the team? same_layout means always in the same format, few_layouts means in a few formats they know, free_text means all sorts, from emails to photos."
    • addedInput schema / properties / kind
      Added value: +{
+  "description": "The closest kind of work, if one fits. Leave it out when unsure.",
+  "enum": [
+    "customer_orders",
+    "timesheets",
+    "quotes",
+    "daily_reports",
+    "other"
+  ],
+  "type": "string"
+}
    • changedInput schema / properties / mistake_cost / description
      Previous value: -"What happens if the result is wrong."New value: +"Ask: what happens if a mistake gets through? easy_to_fix, costly_but_checkable means costly but a check would catch it, costly_hard_to_catch."
    • changedInput schema / properties / past_examples / description
      Previous value: -"Past cases you could test against."New value: +"Ask: do you keep past examples, with how each was handled? hundreds, some or none."
    • changedInput schema / properties / rules / description
      Previous value: -"Whether the rules are written down."New value: +"Ask: are the rules for handling it written down? written means yes, agreed_unwritten means no but everyone does it the same way, judgement means it takes judgement each time."
    • changedInput schema / properties / task / description
      Previous value: -"What the task is, for example entering emailed orders."New value: +"What the task is, in the person's own words, for example entering emailed orders."
  2. First observed

TDQS

Score is being calculated.

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