AI agents by type of owner-led service firm.

Where work gets stuck

Partners need to develop mandates while interviews and client meetings fill the calendar.

A first workflow

Prepare a sourced company brief, a relationship history and a draft approach for the partner to review.

Human responsibility

Keep candidate assessment, shortlist decisions and external messages with the responsible recruiter. Start with business development, using an approved contact set.

What to test

Review five prospect briefs against their original sources. Count corrections and preparation time before widening the contact set.

Executive search case study

Documented application: Asia-Connect outreach. This does not validate hiring decisions or every recruitment workflow.

Where work gets stuck

A mandate needs a rapid response, but availability, experience and client context sit in different places.

A first workflow

Assemble the agreed mandate, missing requirements and an availability checklist from records the firm is allowed to use.

Human responsibility

A partner confirms current availability, suitability and any introduction. Historical notes are not evidence of present availability.

What to test

Rebuild a completed mandate brief and check missing requirements and stale facts with its owner.

Meeting preparation workflow

Proposed application to assess with your firm; no separate client result claimed.

Where work gets stuck

Proposal writing restarts from scattered notes while delivery consumes senior time.

A first workflow

Turn approved meeting notes and reusable examples into a proposal outline with explicit assumptions and open scope questions.

Human responsibility

The consultant owns the recommendation, fees, scope and contractual commitments. Keep confidential examples inside their approved client boundary.

What to test

Compare a prepared outline with a past approved proposal: missing obligations, unsupported claims and reviewer effort.

AI proposal preparation example

Illustrative workflow; suitability and outcomes need validation in your engagement.

Where work gets stuck

Programme administration and agreed actions crowd out time with clients.

A first workflow

Prepare scheduling context, programme materials and follow-up drafts from a deliberately selected set of approved notes.

Human responsibility

Begin with programme administration. Private coaching disclosures require a separate, explicit agreement; the coach reviews any client-facing interpretation.

What to test

Use a fictional session to test whether the recap separates agreed actions from interpretations and private observations.

Client follow-up example

Proposed application; not a coaching outcome claim.

Where work gets stuck

Document requests, status updates and engagement administration repeat across mandates.

A first workflow

Prepare a document checklist and a source-linked status summary for the engagement owner.

Human responsibility

Start with administration. Professional advice, valuations, filings and client commitments stay with qualified reviewers; establish the permitted data boundary first.

What to test

Test a redacted engagement pack for omissions and cross-client leakage before considering any connection to live records.

Assess the scope and review requirements

Adjacent fit to assess; no sector certification or client outcome is implied.

Where work gets stuck

Deal context, document requests and open questions are spread across different versions of the engagement record.

A first workflow

Prepare a source-linked transaction briefing and a list of missing documents from an explicitly authorised, redacted sample.

Human responsibility

Keep valuations, investment recommendations, counterparty disclosures and deal commitments with qualified advisers. Preserve access restrictions between engagements.

What to test

Use a closed engagement and check whether the brief identifies conflicting versions, unsupported statements and unresolved requests.

AI agents for M&A advisory firms: workflow guide

Proposed application to assess; no transaction result or financial advice is implied.

Where work gets stuck

Requirements, tender questions and handoffs get separated from their source documents.

A first workflow

Extract a requirements checklist, cite the original passages and flag unanswered questions for the technical lead.

Human responsibility

The lead validates technical compliance, estimates and bid commitments. A plausible answer without a supporting passage remains unresolved.

What to test

Check a past tender with known exceptions. Measure missing requirements and unsupported answers before drafting a live response.

Proposal workflow and human review

Proposed application; not evidence of technical compliance.

Where work gets stuck

Analysts spend time rebuilding source trails and separating facts from inference.

A first workflow

Prepare a source register, an evidence brief and a list of contradictions for an analyst.

Human responsibility

Respect source access and licensing. Keep dates and uncertainty visible; an agent-generated statement is not a new source.

What to test

Blind-check a short brief against its references, including stale evidence and conflicting accounts.

Source-led preparation workflow

Proposed application; findings still require analyst validation.

Where work gets stuck

Client context, briefs and approvals are fragmented across repeated deliverables.

A first workflow

Prepare a brief, extract the approved claims and assemble a review checklist before a draft is created.

Human responsibility

Keep brand voice, evidence, rights and publication approval with the client and account owner. Never treat a draft as permission to publish.

What to test

Use a previous approved brief and compare factual corrections, review rounds and missing constraints.

Client decisions and follow-up workflow

Adjacent fit to assess; no separate client performance claim.