What Changed This WeekReviewed 25 July 2026

The Task Library

Jobs change one task at a time

Find the piece of work you repeat. See what AI can do now, where it fails and the human review the workflow still needs.

21 launch tasks · 7 role clusters
01
Marketing & content

Build a campaign brief

Current change

Faster synthesis from research, email and prior plans

Observed
Human review

Choose the real customer tension and commercial priority

Open in role map →
02
Marketing & content

Create first drafts

Current change

Low-cost, on-brand starting points

Observed
Human review

Original reporting, taste and accountability

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03
Marketing & content

Repurpose content

Current change

High-volume format adaptation

Emerging
Human review

Protect the argument from becoming generic

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04
Sales & customer success

Research an account

Current change

Faster public-source synthesis

Emerging
Human review

Separate useful signal from invented certainty

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05
Sales & customer success

Write a proposal

Current change

Quicker structure and tailoring

Observed
Human review

Own the commercial promise and proof

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06
Sales & customer success

Summarise a call

Current change

Automatic decisions, risks and actions

Observed
Human review

Correct uncertainty and relationship nuance

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07
Operations & projects

Create a status report

Current change

Automatic synthesis across updates

Observed
Human review

Name the actual risk and force a decision

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08
Operations & projects

Maintain an action register

Current change

Meeting actions captured automatically

Observed
Human review

Resolve ambiguous owners and false commitments

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09
Operations & projects

Write an SOP

Current change

Draft steps from notes and recordings

Emerging
Human review

Test edge cases and operating reality

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10
HR & recruiting

Draft a job description

Current change

Rapid first drafts from role context

Observed
Human review

Define the real requirements and remove exclusionary language

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11
HR & recruiting

Screen applications

Current change

Classification at scale

Emerging
Human review

Own criteria, exceptions and adverse-impact checks

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12
HR & recruiting

Summarise interviews

Current change

Transcription and structured notes

Observed
Human review

Protect consent and preserve candidate uncertainty

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13
Finance & accounting

Explain a variance

Current change

Faster narrative from structured data

Emerging
Human review

Validate drivers and materiality

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14
Finance & accounting

Reconcile transactions

Current change

Better clustering and exception flags

Emerging
Human review

Resolve ambiguous exceptions and approve treatment

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15
Finance & accounting

Prepare management reporting

Current change

Automated first-pass commentary

Observed
Human review

Choose what leadership must decide

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16
Support & administration

Triage a ticket

Current change

Intent and urgency classification

Observed
Human review

Catch vulnerable customers and unusual context

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17
Support & administration

Draft a reply

Current change

Fast policy-grounded response

Observed
Human review

Make the tone honest and proportionate

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18
Support & administration

Manage a calendar

Current change

Natural-language search and preparation

Observed
Human review

Balance priorities, relationships and confidentiality

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19
Legal & compliance

Review a contract

Current change

Rapid clause extraction and comparison with a playbook

Emerging
Human review

Interpret context, risk appetite and enforceability

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20
Legal & compliance

Track a regulatory change

Current change

Faster monitoring, classification and first-pass summaries

Emerging
Human review

Confirm applicability, effective dates and required action

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21
Legal & compliance

Draft a policy update

Current change

Quicker comparison of current policy and new requirements

Observed
Human review

Set the actual control, owner and escalation route

Open in role map →