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Adversarial Mode

Find the Problem.Before Your Customers Do.

Most research tells you what you want to hear. Adversarial Mode assembles critics, skeptics, and price-sensitive users to tear your idea apart. So you can fix it before anyone real says a word.

No credit card required. First test in under 5 minutes.

Adversarial Test: Free Plan Removal

Your Assumption

ThesisRemoving free plan increases revenue
Expected churn10-15%
Revenue impact+40% ARR
TimelineRecovery in 2 quarters

Adversarial Finding

VerdictThesis weakened
Predicted churn34-45%
Revenue impact-12% ARR (net)
Critical vulnerabilityTop-of-funnel collapse

78% of critics predict negative impact. Your free plan IS your acquisition channel. Removing it collapses top-of-funnel before paid revenue can compensate.

Confirmation Bias Ships Bad Products

Confirmation bias is not carelessness. It is structural. Internal teams are incentivized to agree. Beta users are self-selected supporters. Advisors want to be helpful. Everyone in your orbit is optimized to deliver good news. The market is where you finally hear the truth.

Internal teams are incentivized to agree. Raising concerns slows the work and signals lack of alignment.

Beta users are the people who chose you. They are not your critics. They are your loudest fans.

The first time you hear the real objection is after launch. At that point, it is a crisis, not a data point.

From Thesis to Verdict

01

State your thesis

Name what you believe: a pricing decision, a product bet, a positioning claim, a strategic assumption. One clear statement is all it takes.

02

Choose your intensity

Choose how hard they push: Inquire (Socratic questioning), Challenge (devil's advocate), or Forge (full red team assault). Dial the intensity to match the stakes.

03

Assemble your critics

Select who challenges you: price-sensitive users, competitors' customers, enterprise buyers, whoever would object hardest. The right critics surface the right flaws.

04

Get the verdict

Get vulnerabilities ranked by severity, confirmed strengths, exposed weaknesses, and a clear verdict: thesis strengthened, weakened, or refuted. Ready to act on.

Vulnerabilities surfaced in under 5 minutes

Four Ways to Attack Your Own Idea

Strongest case

Steel-Man Test

Builds the strongest possible opposing case against your thesis, then shows you exactly where your argument breaks down. Use this when you have a strategic conviction and need to know whether it survives the best version of the counterargument.

Zero blind spots

Assumption Probe

Every strategic decision rests on a stack of assumptions. Pricing assumptions. Market size beliefs. User behavior predictions. This surfaces the ones you are taking for granted, before you commit resources to them.

Worst-case

Red Team Simulation

Multiple hostile critics attacking simultaneously from different angles. Use this before public launches, major announcements, or competitive moves where you need to know how the worst-case audience responds.

Hidden risks

Blind Spot Scan

Finds the things no one on your team thought to look for: overlooked demographics, second-order effects, unintended consequences. Use this early, before you have committed to a direction.

Known critics

Stress-test with your real customers

Import your customer list and run adversarial tests with their replicas as critics. The sharpest objections come from the people who already know your product.

Who Uses Adversarial Mode

Anyone who is about to make an irreversible decision and has not yet heard the worst-case argument.

Pre-Launch Teams

Run Forge mode 48 hours before the announcement. Hear every objection in a controlled environment first. Then go live with every objection already anticipated and already answered.

Strategy Teams

Stress-test your market entry thesis, M&A rationale, or competitive positioning against the strongest possible counterargument before the board meeting where someone else will make it.

Marketing Teams

Send your press release through Adversarial Mode before hitting send. Simulate what the reply thread looks like before it exists. Fix it while you still can.

Policy Teams

Simulate stakeholder backlash before announcing the policy change internally. The objections you did not see coming are always the ones that stall the initiative, or kill it entirely.

Adversarial Mode FAQ

Adversarial replicas are built from the same behavioral data as all replicas: census demographics, decision patterns, and market signals. They object for realistic reasons, not random negativity.

ChatGPT gives you one perspective. Adversarial Mode gives you hundreds of distinct critics, each with different demographics, priorities, and pain thresholds. That produces genuine disagreement, not a single model's opinion.

AskReplicas first.
Build second.

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