Decision Cluster · Performance Management

AI for Performance Management Decisions

Most performance systems are ceremonies that produce nothing. Run yours through an Operator, an Empath, a CEO, a CFO, and a Skeptic — and design something that actually changes behavior.

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In short

Most companies under 50 employees should skip public ratings and use private calibration. Above 200 employees, formal ratings often help comp consistency. The Boardroom will calibrate against your specific stage and culture.

Last reviewed October 1, 2026

An example

One ask, start to finish.
What comes back is a memo.

How a board takes a call like this: her read, who sits, what they ask first, then the call — with how sure they are, who disagreed and the first step.

Performance Management

Example · Board of 3

Annual reviews vs quarterly vs continuous feedback — what fits our 25-person team?

Chief of staff

This one needs a board: The Operator, The Empath and The CEO. The Operator turns strategy into the boring, sequenced work that actually ships. Each researches alone first, then they react to one another — and on a decision, two of them take opposed sides.

The OperatorCOO
The EmpathPeople Advocate
The CEOChief Executive Officer

Asked first

Who would own this on Monday if you said yes today?

MeSomeone on the teamNobody yet

The board’s call

Continuous feedback with semi-annual formal check-ins, not annual reviews.

Annual reviews are recall-biased and behaviorally inert; continuous feedback drives real change. Public ratings create defensive dynamics; private calibration tools work better.

Confidence74 · Moderate

The CEO disagreed

“Manager training is the unlock — bad feedback is worse than no feedback”

First step Use a 3-tier rating (exceeds / meets / below) for calibration purposes only.this week

Board of 3 · up to 135 credits on the card · an example, not a recorded run

Other asks people bring here

Several asks in one message become several rooms, each with its expert and its own price on the card. Keep or drop any, then convene them together.

Should we use ratings, no ratings, or rankings? — The Empath, up to 85 credits
Force-rank distributions — useful or destructive at our scale? — The CEO, up to 85 credits
PIP design for a long-tenured employee struggling with a new role? — The CFO, up to 85 credits

What you get

What she handles.
On this kind of call.

Review cadence + scope

The board weighs frequency (annual vs continuous), scope (rating vs feedback), and what the system is actually for.

PIP design + criteria

The Operator and Skeptic design PIPs that are honest exits or honest revivals — not theater.

Calibration mechanism

The CEO works out how to prevent grade inflation without forcing artificial distributions.

Compensation link

The CFO and the Operator weigh whether and how reviews should connect to comp.

Why SynthBoard

Why SynthBoard for this.
Not one voice. A board.

Empath at the table

The Empath represents what employees actually experience — usually different from what the policy intended.

Anti-ceremony framing

The Skeptic blocks design choices that exist to look rigorous without producing behavior change.

System-level reasoning

The Operator weighs how each piece (cadence, ratings, comp link, calibration) interacts with the others.

Policy starter on demand

Ask for a starter policy and a consult writes the whole document — ready to iterate with HR and legal.

Who sits

The experts for this call.
Each one holds a position.

Your Chief of Staff proposes who sits for the call, and every board is built with someone whose job is to argue against the obvious answer. Name an expert and they take a seat; tell her who you want on your board and they sit by default. How many seats a board has depends on your plan.

COO

The Operator

A plan without an owner and a date is a wish. Who does what on Monday?

The Operator COO

Best on: Turning a call into owners, dates and the first week of work.
Won’t let you: Start five priorities at once, or leave one without an owner.

Try asking The Operator

Start with

The OperatorOpen on every plan, Free included

Pick an expert

Hover, tap or tab throughSwipe, then tap one

GPT
Claude
Gemini
Grok

Seats are spread across model families: GPT, Claude, Gemini, Grok and more.

Questions

Fair questions.
Straight answers.

What people ask before they bring this call to a board.

Should we have ratings or skip them?

How often should we run formal reviews?

Quarterly check-ins with semi-annual formal reviews is the modern pattern for fast-moving companies. Annual reviews are recall-biased and behaviorally inert; the Boardroom will pressure-test your specific cadence.

Should performance reviews directly drive comp changes?

Mixed evidence — direct links create defensive dynamics in reviews; decoupling can produce confusion about how comp actually moves. The Operator will design a hybrid that fits your culture.

How do we handle a long-tenured employee struggling in a new role?

Often a role-design problem, not a performance problem. The Empath and Skeptic will pressure-test whether the issue is fit or capability — different interventions for each.

Can the panel evaluate a specific PIP?

Yes — share the role, the gap, and the proposed PIP structure, and the panel will pressure-test whether it's an honest plan or theater. Honest PIPs have clear criteria and a real chance of success; theater PIPs are usually exits in disguise.

Is this confidential?

Yes. Your decisions are private to your account and never used to train models. Think through sensitive performance decisions without exposure.

SynthBoard (synthboard.ai) is one place for your business, your life, and every hard call. Your Chief of Staff keeps what you tell her on file, and 24 named experts on different AI models take the calls — one expert for a consult, a board with opposed seats for the hard ones — and hand back a memo with the call, the dissent and the first move. How it works.