Head-to-head comparison
Morph V3 Fast (Morph) and Perceptron Mk1 (Perceptron) compared on the ModelCap Index, API price, context window, provider availability, weight access and every public benchmark board they share. Figures are the same ones shown on the live rankings; nothing here is a hidden score.
Snapshot as of 17 August 2026
As of 17 August 2026, Morph V3 Fast holds the stronger ModelCap Index position (#148 vs #151); Morph V3 Fast is 1.3× cheaper per output token ($1.20/1M vs $1.50/1M); and Morph V3 Fast offers the longer context window (82K vs 33K tokens).
Evidence: global corpus prior · leave-one-anchor-out calibrated · global corpus prior · leave-one-anchor-out calibrated. Prices are the lowest listed API offer per million tokens observed on the OpenRouter catalogue.
Neither model has a published result on a public benchmark board ModelCap tracks yet.
Scores are the sources' own published figures for each model's best evaluated configuration; ModelCap never re-runs a benchmark.
Want a different pairing? Open the interactive comparison tool to swap either model for any current ranked language model.
Morph V3 Fast ranks higher on the ModelCap Index as of 17 August 2026: #148 against #151. That is a capability ranking built from public benchmark evidence with published uncertainty; whether it is "better" for you also depends on price, context and where you can run it.
Morph V3 Fast is cheaper on output tokens: $1.20/1M against $1.50/1M. Input tokens are $0.80/1M for Morph V3 Fast and $0.15/1M for Perceptron Mk1. Prices are the lowest listed API offer ModelCap observed, in USD per million tokens.
Morph V3 Fast has the larger context window: 82K tokens against 33K.
The two models do not share a coding benchmark board on ModelCap yet, so no head-to-head coding score is published; the ModelCap Index position is the closest overall signal.
Morph V3 Fast: API only. Perceptron Mk1: API only. Open weights mean the checkpoint can be downloaded and self-hosted under its licence; API-only models are available solely through hosted endpoints.
ModelCap currently lists 1 API provider for Morph V3 Fast and 1 for Perceptron Mk1, from the OpenRouter catalogue snapshot the site serves; each model page lists the providers and their prices.
Every figure comes from the sealed ModelCap dataset published 17 August 2026; the page re-renders within a minute of each data refresh, and the ModelCap Index positions are the same ones shown on the live rankings.