Show HN: Yeah Nah – a BS score for Australian job ads

TEXT START: Paste a job ad.

The Dissection

This tool converts opaque employer language into an AI-mediated translation layer: roast the spin, infer the actual work, expose missing requirements, and assign a credibility score. Its real product is verification arbitrage for workers navigating an asymmetric labor market.

The Core Fallacy

It treats linguistic deception as the central labor-market problem. It is not. Under the Discontinuity Thesis, the deeper failure is that AI erodes the need for human labor itself. A transparent job ad can still describe work that is underpaid, extractive, strategically temporary, or soon to be automated. Better information improves navigation; it does not restore productive participation.

Hidden Assumptions

• Employers will change behavior when their ads are publicly scored.
• Applicants can act on the information rather than accept bad work because alternatives are scarce.
• An AI can infer the true role from promotional text without reproducing its own hallucinations or biases.
• The BS score will remain meaningful after employers learn to optimize around it.
• The job ad still corresponds to a durable economic role rather than a shrinking queue for wages.
• Human interpretation remains a defensible advantage, despite the same automation pressure targeting cognitive work.

Social Function

Primarily partial truth and transition management, with a layer of ideological anesthetic. It gives workers a sharper map of the minefield and may prevent individual exploitation. That is real utility. But it frames the crisis as bad wording and employer spin, allowing users to believe that better decoding can solve a structural collapse in labor demand.

The Verdict

Useful small-scale worker defense; negligible systemic resistance. Under P1, the ad-reading, translation, and scoring function is itself automatable. Under P2, employers can adapt their language faster than public shaming can discipline them. Under P3, the tool helps more people compete for fewer viable jobs. It is a niche verification service operating during the lag phase—not a cure for the death of the wage-consumption circuit.