Ranked by Euclidean distance across stack, reach, head-tube angle, mechanical trail, chainstay length, wheelbase, and bottom-bracket drop — all z-scaled so no metric dominates.
| Stack | 576 mm | Reach | 393 mm |
|---|---|---|---|
| Head-tube angle | 71.3 ° | Trail | 66.0 mm |
| Chainstay | 420 mm | Wheelbase | 1035 mm |
| BB drop | 75 mm | Type | Gravel |
| # | Bike | Δ | Stack | Reach | HTA | Trail | WB |
|---|---|---|---|---|---|---|---|
| 1 | Wilier Rave 2026 | 0.80 | 570 mm | 391 mm | 71.0 ° | 72.2 mm | 1029 mm |
| 2 | 3T Ultra 700c 2026 | 0.90 | 574 mm | 387 mm | 71.5 ° | 62.5 mm | 1020 mm |
| 3 | Pivot Vault (Rigid) 2026 | 0.93 | 579 mm | 398 mm | 70.6 ° | 68.5 mm | 1044 mm |
| 4 | Litespeed ULTIMATE G2 2026 | 1.03 | 571 mm | 392 mm | 71.5 ° | 68.1 mm | 1031 mm |
| 5 | Specialized Crux 2026 | 1.21 | 569 mm | 393 mm | 71.8 ° | 65.5 mm | 1028 mm |
| 6 | Factor Aluto 2026 | 1.21 | 575 mm | 398 mm | 72.0 ° | 61.2 mm | 1025 mm |
| 7 | Cannondale Topstone Carbon 2026 | 1.31 | 588 mm | 380 mm | 70.7 ° | 67.0 mm | 1031 mm |
| 8 | Ridley ASTR RS 2026 | 1.34 | 571 mm | 406 mm | 71.5 ° | 68.7 mm | 1043 mm |
Across the 8 closest matches in the catalog the ENVE MOG 2026 fits a recognisable cluster of Gravel bikes. The neighbour set was selected only from the same bike-type bucket and only from models for which we have a full stack/reach/HTA/trail/chainstay/wheelbase/BB-drop record — so the distance numbers above are like-for-like, not apples-to-oranges.
The single closest geometric match is the Wilier Rave 2026, with a normalised distance of 5.9 mm of stack and 1.9 mm of reach separating the two. Riders who liked the position of one will almost always feel at home on the other.
The ENVE MOG 2026 sits almost exactly on the stack mean for this peer set, which is a strong signal that the brand built it to a familiar template rather than chasing a niche fit.
The ENVE MOG 2026 sits almost exactly on the reach mean for this peer set, which is a strong signal that the brand built it to a familiar template rather than chasing a niche fit.
The ENVE MOG 2026 sits almost exactly on the trail mean for this peer set, which is a strong signal that the brand built it to a familiar template rather than chasing a niche fit.
Use the side-by-side comparison links below to drill in on any specific pairing. Every comparison page on RideDNA is computed from the same audited geometry tables that power this list, so the numbers will be internally consistent. If you'd rather start from your existing fit, the Fit Wizard takes a few of your current bike's measurements and re-runs this same nearest-neighbour search from your seat, not from a brand the manufacturer chose to compete with.
Method. Each of the seven metrics is z-scaled by its standard deviation across the candidate pool before being summed in the Euclidean norm. This avoids wheelbase (typically ±50 mm of variation) drowning out HTA (±2° of variation). We deliberately do not include subjective scores in this similarity calculation — the goal is geometric kinship, not handling kinship. Two bikes that share geometry but pair it with very different fork offsets or tyre clearances can still feel different on the trail; the Handling Index page is the better tool for that question.