Community-driven behavioral reliability benchmark for LLMs. 231 probes across 19 modules, deterministic scoring, perplexity correlation, layer sensitivity mapping, quant method capture, hardware-stratified community rankings. Every test contributes to the community dataset.

Transparent, deterministic financial decision-readiness demonstration.

Deterministic remote-job decision support MVP focused on transparent scoring and human-reviewed workflows.

SignalScout AI - Why-Now Deal Intelligence Agent. Bright Data Web Data UNLOCKED hackathon submission.

Reads multi-source account signals (email, product events, support tickets) and turns them into account-health scores: deterministic engagement math plus LLM-written narratives. Zero configuration.

Seryvon is an open-source web visibility audit tool. Deterministic, transparent scoring across SEO, GEO, GSO, AEO and ASO. BYOK, self-hosted. Open core. Published by Powehi

Deterministic five-pillar fundamental analysis engine for Indian NIFTY 500 stocks. Explicit weights, explicit cuts, no black-box scoring.

SIFT — a local-first Xahau and Evernode venture studio for idea generation, evidence review, deterministic scoring, and guarded building.