Inflection Point Strategy · AI Workforce Strategy

AI doesn’t create ROI.
Work redesign does.

We embed a solutions architect and workforce strategist into your business units to map real workflows, match best-fit AI, and prioritize use cases by ROI — then redesign roles and skills with the people who do the work, so AI-driven capacity turns into outcomes, not drift.

The Problem

Most teams are already doing something in AI.

Pilots, point tools, internal champions — but the value is uneven. Because the hard part isn’t the model. It’s everything around it:

Tool-to-workflow fit

The right AI in the wrong workflow creates noise, not leverage.

Integration reality

Connecting tools to your CRM, support stack, and data layer is where plans stall.

Work redesign

If roles and processes stay the same, AI just adds complexity without impact.

Adoption resistance

AI imposed top-down gets quietly ignored. Value sticks when people help redesign their own work.

The Two-Part Framework

Where ROI starts. Where ROI sticks.

1

Where ROI Starts

AI Tool-to-Workflow Fit

We go inside your real workflows and answer three questions: What are the highest-leverage use cases by business unit? Which tools fit best — buy, build, or configure? What’s the real effort and expected ROI?

AI Tool Map by Business UnitWhat to deploy where, matched to your real workflows.
Prioritized Use-Case BacklogImpact × effort × integration risk — ranked and ready.
Pilot ChartersScope, success metrics, owner, and timeline for each initiative.
ROI Measurement PlanTime recaptured, cycle time, deal velocity, quality.
Outcome: a CEO-ready roadmap that turns experimentation into a sequenced plan.
2

Where ROI Sticks

Powered by Workplate

Role Redesign + Skills Evolution

Once tools are in the right workflows, work changes fast. We make sure the capacity AI creates becomes performance — not drift — by redesigning work at the task level, with the people who do it.

Work Plate InventoryEvery role, mapped task by task — what requires judgment, what follows a process.
Task Shift MapWhat’s automated, what stays human, what becomes new work.
Skills Evolution PlanRising competencies and upskill targets, tied to live labor market forecasts.
FY-Aligned Success MetricsOutcomes leadership can manage to.
Outcome: durable operating-model change tied to FY goals and measurable impact.

The Product

Workplate
Redesign work with the people who do it.
See it on a call
01

The intake conversation

Not a form. Not a survey. Every employee walks through their work, task by task — and for the first time, you see work as it actually is, not as a job description says it should be.

02

The work plate

Each person’s tasks, classified: what requires their judgment, what follows a process, where their real value sits.

03

The labor market signal

Every plate mapped against live occupational data: which skills are appreciating, which tasks are automating industry-wide, and where each person should upskill next.

04

The redesign workshop

What gets automated, what stays, what gets added — decided with your people, not imposed on them. That’s why it sticks.

One employee · one work plate
Requires judgment Follows a process
Built on live occupational data & forecasts from a labor market economist

Watch how it works

Four acts. Two minutes. The whole methodology.

Why This Matters Now

Adoption is easy. Transformation is the work.

88%

of organizations now use AI in at least one business function.

~6%

see significant impact on the bottom line.

The gap between those two numbers is the work: redesigning workflows and roles so AI capacity becomes performance. Source: McKinsey, The State of AI 2025

How We Work

Low-lift for your team. High-impact for your business.

01

Align

Align on strategic priorities by business unit.

02

Map

Map workflows, friction points, and work plates — not org charts.

03

Prioritize

Prioritize use cases by ROI and implementation reality.

04

Launch

Launch pilots with measurement built in.

05

Redesign

Redesign roles and skills — with your people — to capture the value.

Why Inflection Point Strategy

We’re not selling tools. We’re mapping where tools create ROI.

Our readiness map is built from the ground up — real conversations about real work — not guessed from the top down with org charts and job descriptions.

Stack integration

CRM, support, knowledge base, data — we map AI into your real infrastructure.

Security & governance

We work inside your constraints, not around them.

Adoption by design

Employees co-design the redesign. Change management isn’t an add-on — it’s the method.

ROI instrumentation

Value shows up in FY targets, not just demo slides.

About

Sania Khan

Labor market economist and AI strategist focused on an overlooked question in the AI era: how companies redeploy talent as work is reshaped by automation.

With 15+ years spanning public-sector transformation and her work as Chief Economist at unicorn Eightfold AI, she helps leaders turn AI into measurable performance — redesigning work at the task and workflow level, deploying AI responsibly, and moving people into higher-value roles so efficiency gains translate into durable ROI, not layoffs.

Workplate’s skill forecasts are built on live occupational data and her own labor market research — the same analysis she built at the frontier of AI-powered talent intelligence.

Connect on LinkedIn →
Chief EconomistEightfold AI (unicorn)
Public-Sector Transformation15+ years of experience
Labor Market EconomistWorkforce strategy & talent redeployment
AI StrategistTask-level work redesign & responsible deployment

Productivity gains feel elusive?
Start with Part 1.

In 15 minutes, we’ll identify the workflows worth mapping and confirm fit.

Leave with: the highest-ROI workflows to map + a recommended next step