Professional services businesses run on writing, summarising, and decision support. That's why AI often delivers faster ROI here than almost anywhere else - not by replacing expertise, but by reducing the admin that surrounds expertise.
turn detailed internal updates into short leadership summaries focused on outcomes and decisions needed.
The UK government ran a large trial where 20,000+ civil servants used generative AI to support daily tasks like drafting, summarising meetings and preparing reports. Early results showed time savings equivalent to nearly two working days per person per year.
The Financial Times also covered the same findings, reporting about 26 minutes saved per day on average).
Why This Matters for SMEs: Professional services firms run on writing, summarising, and decision support. This is the cleanest proof point that "small" productivity wins compound fast when rolled out with guardrails.
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Context: Professional services proposal for a Greater Manchester SME client.
Goal: Draft a proposal structure.
Source: Use only the scope notes below.
Expectations: Include: objectives, approach, deliverables, timeline, assumptions, exclusions, dependencies, next steps.
Context: We have a base proposal and need to tailor it to a specific sector.
Goal: Tailor the proposal narrative.
Source: Use only the base proposal and sector notes below.
Expectations: Keep structure; adjust examples and benefits. Avoid generic claims.
Context: Internal/client meeting follow-up.
Goal: Create an action list that drives follow-through.
Source: Use only notes below.
Expectations: Actions must include owner, due date, dependencies and risks (if any).
Context: Leadership wants a short, decision-focused update.
Goal: Rewrite for execs.
Source: Use only the detailed update attached.
Expectations: 6 bullets max: outcomes, risks, decisions needed, next steps to be outlined.
Context: Busy stakeholders need the "so what".
Goal: Summarise and highlight decisions.
Source: Use only the document attached.
Expectations: Sections: Key points, Decisions needed, Options, Recommended next steps, Risks.
Context: We need a SOW structure that reduces ambiguity.
Goal: Draft SOW.
Source: Use the only the delivery requirements below.
Expectations: Outline: Deliverables, acceptance criteria, timeline, responsibilities, change control.
Context: Sales enablement for common client objectives.
Goal: Create short responses.
Source: Use only objection list below.
Expectations: Each answer should be 2-4 sentences max, confident, plain English, no hard claims without proof.
Context: Convert delivery knowledge into a reusable internal asset.
Goal: Create a playbook page.
Source: Use only notes attached.
Expectations: Include: steps, common issues, templates, quality checks, escalation. Keep it practical.
Context: Weekly update to client/leadership.
Goal: Draft a clear status email.
Source: Use only the status notes below.
Expectations: 180-230 words. Include: progress, risks, actions, asks, next milestone.
Context: We're running a workshop and need structure and outcomes.
Goal: Create an agenda.
Source: Use only objectives and constraints below.
Expectations: Timeboxed sections, outcomes per section, pre-work, materials needed.
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