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Fitted volatility surface

The Market Standard in Options Analytics.

SPX during COVID · 16 Mar 2020 · 10:30 ET

Total variance · no calendar arbitrage

Examples: Equities, Indices & Futures

For Vanillas & vol derivatives (VIX, var, vol swaps)

Institutional Options Analytics

Any underlier Any asset class Any market

And 40+ other institutional options trading desks.

Institutional clients
~50
Client AUM
>$900B *
Founded
2016

* As of April 2026.

A Complete Volatility and Pricing Infrastructure

The surface informs pricing, pricing determines Greeks, Greeks drive hedging and PnL — and at every step, the requirements are in tension. Accurate and fast. Smooth and flexible. Robust and arbitrage-free.

  • Proper spot-vol dynamics

    e.g. via "SSR", is integrated throughout, for accurate "smart" delta and gamma, realistic spot scenarios (incl. overnight), and temporal smoothing without bias.

  • Bias-free fits of arbitrary market vol shapes including W-shapes

    Fit even the most liquid names like SPX, SPY, ES, NVDA, TSLA, etc, including around events or periods of market turmoil.

  • Intuitive and flexible parametric curves

    Way beyond simple curves like SABR, SSVI, SVI (which are also available).

  • Cash dividend & forward modeling

    Accurate and flexible, including "blending schemes", large borrows (HTB), funding curves, etc.

  • Implied borrow, forward and vol calculations

    Fast, accurate and robust for any dividend model.

  • All greeks

    Delta, gamma, vega, volga, vanna, rho, rhoBorrow, rhoDiv, thetas (with regard to rate or vol time), fugit.

  • Flexible temporal filtering and priors

    Allow intuitive stabilization of vol surfaces even if data become very sparse over extended periods.

  • Vol surface shape transformations

    Universal and intuitive across all curve types. Extend vol surfaces beyond listed expiries, or proxy to other names, etc.

  • Subtleties for modern markets

    Rate term-structure pricing, vol-time, events, and settlement effects.

See how firms use Vola's institutional options analytics.

Supported directly by the quants who build it.

Beyond SVI & SABR

  • Flexible & Intuitive

    Trade any index, ETF/stock, or futures options in any asset class (equity or FICC) off auto-fitted and/or easily adjusted surfaces.

  • Robust & Fast

    Ultrafast market-maker-quality valuations and vol surfaces.

  • Easy Integration

    Drop-in replacement for critical pricing and fitting infrastructure (C++, Python, Java, C#).

Built for options desks

Volatility Fitting & Options Pricing

  • Ultrafast, robust options pricing with full Greeks
  • Real-time borrow implication and volatility fitting for electronic trading
  • Stable, arbitrage-free vol surfaces to feed into your local vol or stochastic local vol model
auto fa   = makeFactoryAnalytics();
auto fp   = std::string("AEX_20160622-160000.000-CET_ocpf-eq.json.gz"); // serialized price fitter
auto ocpf = fa->makeOptionChainPricerFitterEquity(fp);         // create fitter from serialized instance
auto oc   = ocpf->optionChain();                               // the option chain with contract information
auto ps   = ocpf->priceSnapshot();                             // price snapshot with price information
auto vcts = VecVCT{ VCT::C6, VCT::C10M };                      // curve type to use for fitting vols
auto rf   = ocpf->fit(ps, vcts);                               // fit price snapshot
auto vs   = rf->volSurface();                                  // use the volsurface for pricing
auto ocp  = fa->makeOptionChainPricerEquity(oc, vs)            // create pricer
auto rp   = ocp->price();                                      // compute prices and greeks for all options in the option chain
  • C++
  • Python
  • Java
  • C#
  • Windows
  • Linux
  • OSX

Trusted by Market Makers, Hedge Funds & Tier 1 Banks

Core valuation and risk analytics for equity, futures, and index options.

  • Your vol curves work like magic.
    Quant trader @ Major European hedge fund
  • Impressive library vastly superior to any other vendor product.
    PM @ New York hedge fund
  • Vola Dynamics has significantly improved our volatility fitting, particularly in handling earnings and dividend events. Their robust approach has enhanced our trading strategies and risk management capabilities.
    Senior Quant @ Swiss investment group

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