Implying Volatility: How Fast Can We Go?

FlashIV is a low-latency Black–Scholes implied-volatility solver for production use. It normalises each input to an out-of-the-money price and solves a tail-stable erfcx/log-price residual. The hot path combines a cheap Li/asymptotic seed with a fixed, branch-light Householder refinement and guarded boundary handling. Across regular and stressed benchmarks, FlashIV stays close to the expanded Jäckel reference price while running materially faster than a normalised Java port of Jäckel’s \emph{Let’s Be Rational}. FlashIV+ adds an optional Jäckel–Newton correction for applications that need tighter agreement with that reference price, trading latency for reference-price alignment.