When is an assessment the right starting move?

Three signals. Multiple stakeholders disagree about AI direction. You've shipped one workflow and don't know what's next. You're regulated and need the compliance overlay first.

Can we do an assessment ourselves?

Yes — but internal usually under-weights governance and over-weights enthusiasm. Hybrid often works best.

How does this differ from ai-rollout-consulting?

Rollout consulting builds and ships. Readiness assessment diagnoses and recommends — including 'wait' or 'fix governance first' if that's the right call.

What if the assessment finds we're not ready?

Then you save 6–12 months of stalled rollout. The assessment's value is highest when the recommendation is uncomfortable.

Will this cost less than a rollout?

Significantly. $25K–$60K range over 2–3 weeks vs. $80K–$250K for a 13-week rollout.

Service for Lincoln mid-market companies

AI readiness assessment — Lincoln

A 2–3 week structured diagnostic that surfaces where AI fits in your organization (and where it doesn't yet), before you commit to a rollout.

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How we run this in Lincoln

Same method anywhere; the local context shapes the work.

Workflow inventory — interview operations, IT, Security, Legal, HR, and the business unit owners.
Data foundations review — where data lives, how clean it is, what's API-accessible.
Tool surface scan — sanctioned and shadow AI in use.
Governance state audit — AI use policy, approved tool list, named accountability.
Regulatory exposure mapping — NAIC IGD-H1, OCC/FDIC, HIPAA + Section 1557, NITC 8-609 for state contracts.
People readiness — manager preparedness, training infrastructure, change-load.
Strategic alignment — highest-payback workflow vs. most-pitched workflow.

What you get

Written readiness report (15–25 pages) covering all seven assessment areas
Three sections: what's working, what's missing, what to do before/during/after a rollout
Recommended sequence and risk register
Cost model — three-layer estimate for the recommended sequence

90-day shape

Plan · Weeks 1–2

Weeks 1–2: discovery interviews + workflow walk-throughs + data review.

Build · Weeks 3–10

Weeks 2–3: synthesis, drafting, review with leadership, finalize the report.

Train · Weeks 11–13

30-day follow-up to revisit any sections that surfaced new questions.

FAQ — from Lincoln leaders

When is an assessment the right starting move?: Three signals. Multiple stakeholders disagree about AI direction. You've shipped one workflow and don't know what's next. You're regulated and need the compliance overlay first.
Can we do an assessment ourselves?: Yes — but internal usually under-weights governance and over-weights enthusiasm. Hybrid often works best.
How does this differ from ai-rollout-consulting?: Rollout consulting builds and ships. Readiness assessment diagnoses and recommends — including 'wait' or 'fix governance first' if that's the right call.
What if the assessment finds we're not ready?: Then you save 6–12 months of stalled rollout. The assessment's value is highest when the recommendation is uncomfortable.
Will this cost less than a rollout?: Significantly. $25K–$60K range over 2–3 weeks vs. $80K–$250K for a 13-week rollout.

Sources

About 6% of organizations qualify as 'AI high performers' — those attributing 5%+ EBIT impact to AI — The state of AI in 2025: Agents, innovation, and transformation, McKinsey & Company (QuantumBlack, AI by McKinsey), 2025
AI high performers are nearly 3x as likely as others to say their organizations have fundamentally redesigned individual workflows — The state of AI in 2025: Agents, innovation, and transformation, McKinsey & Company (QuantumBlack, AI by McKinsey), 2025
Roughly two-thirds of organizations have not yet begun scaling AI across the enterprise — The state of AI in 2025: Agents, innovation, and transformation, McKinsey & Company (QuantumBlack, AI by McKinsey), 2025
Only 49% of organizations have AI use policies — The State of AI in HR 2026, SHRM (Society for Human Resource Management), 2026
Among non-adopters, 67% cite lack of awareness of AI capabilities as a barrier — The State of AI in HR 2026, SHRM (Society for Human Resource Management), 2026
69% of respondents expect implementing a governance strategy will take more than one year — Now decides next: Generating a new future — State of Generative AI in the Enterprise Quarter four, Deloitte AI Institute, 2025

Service

AI readiness diagnostic

Answer

assessing AI readiness

Service

end-to-end AI engagement

Concern

where to start with AI

Concern

AI scaling gap

Playbook

30/60/90 AI rollout sequence

→ Start here

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