Is Your AI Hallucinating? vs VIXSOUND

How our white-box proxy model gives you a per-token hallucination score, including exactly what it costs.

Chat with an AI that controls Ableton Live for you. Generate MIDI, separate stems, load instruments, analyze audio, and produce music, all from a single chat interface.

About Is Your AI Hallucinating?

How our white-box proxy model gives you a per-token hallucination score, including exactly what it costs. We ship an API that returns a hallucination score for every token that a frontier language model generates. Before describing how it works, here is the most important thing about it: the percentage score that we return is not actually the probability that the token is wrong. The obvious problem is that frontier models do not expose the hidden states that we would need to probe to reveal their thoughts.

About VIXSOUND

Chat with an AI that controls Ableton Live for you. Generate MIDI, separate stems, load instruments, analyze audio, and produce music, all from a single chat interface. Create, produce, and mix with an AI assistant that keeps you in creative control. VIXSOUND creates MIDI, loads instruments, separates stems, helps you mix, and controls your DAW from chat. VIXSOUND integrates directly with Ableton Live, giving you AI superpowers right inside your workflow. Generate MIDI clips with melodies, chords, bass lines, and drum patterns in any genre.