AI and the Andes Retreat

What comes next for your work and your life?

You can be capable, experienced, and doing well, and still have an unanswered question about what comes next. These guides help you examine how AI may change your work, choose what to learn, and make a decision you can test.

Start with the question you actually have. A prediction about the economy may matter. So may the decision you've been putting off at your own desk.

AI-generated editorial scene: Florian Rolke facilitating a seated group reflection on a sunlit Andean terrace. People and settings are illustrative.
An imagined group reflection with Florian facilitating. AI-generated editorial scene.

Start where your question begins

How does AI change experienced work?

Work and your next decision

Will AI Replace Consultants? What Changes for Experienced Advisors

Will AI replace consultants? Examine the research, client value, pricing choices, and practical tests for experienced advisors deciding what to change next.

Work and your next decision

Will AI Replace CFOs? How Finance Leadership Changes

Will AI replace CFOs? Examine accounting evidence, decision authority, data controls, and a practical finance pilot before changing your team or career.

Work and your next decision

Will AI Replace Lawyers? A Practical Guide for Experienced Attorneys

Will AI replace lawyers? Examine legal research, drafting, client trust, ethics, and a practical way to test AI while keeping professional responsibility clear.

Work and your next decision

Will AI Replace Senior Software Engineers? What Changes, and What to Test

Examine AI and senior engineering with current research, real developer questions, practical workflow tests, and a decision worksheet for your next step.

Work and your next decision

Will AI Take My Job? How to Assess What Could Change

Will AI take your job? Separate task exposure from job loss, assess your responsibilities, and choose a practical next step without relying on a prediction.

Work and your next decision

What Should You Learn When AI Keeps Changing?

Choose what to learn by the work you want to do. Understand AI literacy, coding choices, technical depth, and how to practice without outsourcing understanding.

Work and your next decision

Can AI Agents Run Your Business? What You Still Need to Decide

See what separates an AI demo from a business process. Assess tasks, confidentiality, reliability, and human responsibility before delegating important work.

Work and your next decision

Should You Change Careers Because of AI? Questions to Answer Before You Move

Compare staying, reshaping your role, and changing careers because of AI. Assess your tasks, transferable skills, constraints, and a trial before a major move.

AI-generated editorial scene: Florian Rolke guiding personal journaling with a group beside an Andean valley. People and settings are illustrative.
An imagined moment for personal reflection and notes. AI-generated editorial scene.

Prepare, learn, and evaluate what comes next

AI-generated editorial scene: Florian Rolke and an illustrative group sharing a relaxed meal conversation with the Andes behind them. People and settings are illustrative.
An imagined shared-table moment in the Sacred Valley. AI-generated editorial scene.

What do you want to do with the answer?

Finance: forecasts, reporting, and decisions you can defend

FP&A vendor evaluation

How to Evaluate AI FP&A Tools: Questions, Tests, and Cost

Evaluate an AI FP&A vendor with a source packet, missing-field test, data-permission review, and cost assumptions you can inspect.

Finance decisions

AI Variance Analysis: Check the Numbers and the Explanation

Build a checked variance bridge before using AI commentary. Separate arithmetic, business causes, evidence, assumptions, and actions in FP&A reporting.

Finance decisions

AI Financial Forecasting: How to Test Drivers, Budgets, and Business Scenarios

Review AI-assisted forecasts with explicit drivers, assumptions, calculation tests, coherent scenarios, and a worked profit-versus-cash example.

Finance decisions

AI Cash Flow Forecasting: How to Test Receipts, Timing, and Liquidity Decisions

Test AI cash forecasts against a baseline. Review invoice timing, Excel joins, exceptions, cash accuracy, vendor claims, and the decisions treasury must own.

Financial model verification

How to Verify AI Financial Models Before an Investor Deck

Check formulas, source definitions, cohort assumptions, and a doubled-churn scenario before using an AI-assisted financial model in an investor deck.

Finance decisions

Finance AI Governance: Data, Approvals, Evidence, and Agent Permissions

Map finance AI data and action boundaries. Review approvals, source evidence, exceptions, vendor claims, changes, training, and a hypothetical invoice-agent case.

Finance decisions

How Should a CFO Budget for an AI Pilot and Measure Its ROI?

Build an honest AI pilot budget. Compare full workflow costs, capacity gains, quality, usage, review effort, and three hypothetical ROI outcomes.

CFO board reports

AI Prompts for CFO Board Reports: Drafts You Can Verify

Use a source-check workbook, board-report prompts, and a worked margin example to review AI drafts before a CFO report reaches the board.

Consulting: client questions, useful offers, and delivery

Consulting decisions

AI Market Research for Consultants: Build a Checked Evidence File

Use AI to organize market research while checking definitions, source quality, competitor claims, sizing assumptions, interviews, and recommendations.

Consulting decisions

Scope an AI Consulting Pilot: Baseline, Boundaries, and Handoff

Write an AI pilot scope with a defined workflow, approved data, a baseline, acceptance tests, review capacity, exclusions, stop rules, and client handoff.

Consulting project pricing

AI Consulting Pricing: Model the Project Before Quoting It

Use an editable consulting cost calculator to compare scope, review effort, contingency, and contribution margin before quoting an AI project.

Advisory offers

Build an AI Advisory Offer From Work You Already Know

Turn existing consulting expertise into a defined AI advisory offer with a decision, evidence packet, acceptance conditions, and honest cost assumptions.

Consulting decisions

AI Governance Readiness: Deliver a Gap Report With Owners

Assess AI governance readiness through use cases, data flows, permissions, evaluation evidence, incidents, ownership, and a prioritized client action register.

Change management

AI Change Management: Run a Small Rollout You Can Inspect

Plan an AI rollout around affected roles, review workload, observed objections, and acceptance conditions using an editable rollout sheet.

Consulting decisions

Review AI-Written Consulting Proposals Before You Send Them

Draft consulting proposals with AI while checking client requirements, deliverables, commitments, evidence, price calculations, exclusions, and approval.

Consulting decisions

Run an AI Use-Case Workshop That Produces a Decision

Facilitate an AI workshop with workflow evidence, participant prompts, eligibility gates, transparent scoring, dissent, owners, and a testable pilot decision.

Consulting decisions

AI Operating Model Consulting: Define Services and Decision Rights

Build an AI operating model with service boundaries, decision rights, workflow ownership, intake, evaluation, incident routes, funding, and rollout gates.

AI-generated editorial scene: Guests taking personal reflection time while Florian Rolke guides a small conversation in an Andean garden. People and settings are illustrative.
An imagined pause to consider your next step. AI-generated editorial scene.

Engineering: architecture, code quality, and team decisions

Engineering decisions

AI for Staff Engineer Architecture Decisions: A Reviewed Design, Not a Confident Diagram

Use AI to prepare an architecture decision record with verified constraints, alternatives, failure tests, permissions, and a practical 30-day review plan.

Engineering decisions

AI Legacy Code Refactoring: Preserve Behavior Before You Simplify the Code

Plan an AI-assisted legacy migration with characterization tests, compatibility checks, dependency review, rollback criteria, and a worked refactoring worksheet.

Engineering decisions

AI Code Review for Senior Engineers: Review the Change, the Evidence, and the Remaining Risk

Review AI-generated pull requests with a risk rubric, independent acceptance checks, dependency and permission review, a worked case, and a 30-day team trial.

Engineering productivity

AI Developer Productivity: Measure Review, Quality, and Cost

Use an editable pilot log and calculator to measure AI-assisted engineering work, including reviewer effort, rework, quality, and complete costs.

Engineering decisions

AI Software Testing: Verify the Test Before Trusting the Green Result

Evaluate AI-generated tests with independent expectations, negative cases, state and permission checks, mutation examples, and a practical test-adequacy worksheet.

Engineering decisions

Build or Buy an AI Capability? Include the Simpler Workflow and the Exit Plan

Compare building, buying, and a simpler workflow using task acceptance, data permissions, integration, operating costs, exit criteria, and a worked enterprise AI case.

Engineering decisions

AI-Generated Code and Technical Debt: Decide What the Team Can Maintain

Assess maintenance obligations from AI-assisted code using an issue inventory, ownership and risk criteria, a worked service case, and a 30-day remediation plan.

Engineering career decisions

Experienced Engineer to AI Work: Test a Move Before Committing

Test an AI career move with a real task, acceptance evidence, review effort, and a decision exercise that separates learning from a job forecast.

Engineering workload

AI and Engineering Manager Workload: Where the Work Moves

Trace how AI shifts engineering preparation, review, rework, and coordination using a task log instead of a universal team-size formula.

AI and the Andes Retreat: bring the question you keep returning to

AI and the Andes Retreat begins with the question of what comes next for you. A useful answer often has to be tested in your life. AI and the Andes Retreat is a five-day seminar retreat in Peru's Sacred Valley, for 8-15 participants, with no plant medicine. The work is to examine behavior, identify what is driving it, and choose actions you can carry home.

If you've understood your options and still keep delaying the next step, time and space for that inquiry may be useful. Explore AI and the Andes Retreat.

Put the answer to work

Use the editable source checks, cost models and review logs. Each worked example states its assumptions and limits.

Start with your own next decision.

Ask about AI and the Andes Retreat

If you have a decision or recurring pattern you want to investigate, tell Florian a little about the question. He can discuss whether the five-day Sacred Valley seminar may fit.

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