We present a novel method, the Gaussian observational model for edge to center heterogeneity (GOMECH), to quantify the horizontal chemical structure of plumes. GOMECH fits observations of short-lived emissions or products against a long-lived tracer (e.g., CO) to provide relative metrics for the plume width (w i /w CO ) and center (b i /w CO ). To validate GOMECH, we investigate OH and NO 3 oxidation processes in smoke plumes sampled during FIREX-AQ (Fire Influence on Regional to Global Environments and Air Quality, a 2019 wildfire smoke study). An analysis of 430 crosswind transects demonstrates that nitrous acid (HONO), a primary source of OH, is narrower than CO (w HONO /w CO = 0.73−0.84 ± 0.01) and maleic anhydride (an OH oxidation product) is enhanced on plume edges (w maleicanhydride /w CO = 1.06−1.12 ± 0.01). By contrast, NO 3 production [P(NO 3 )] occurs mainly at the plume center (w P(NO 3 ) /w CO = 0.91−1.00 ± 0.01). Phenolic emissions, highly reactive to OH and NO 3 , are narrower than CO (w phenol /w CO = 0.96 ± 0.03, w catechol /w CO = 0.91 ± 0.01, and w methylcatechol /w CO = 0.84 ± 0.01), suggesting that plume edge phenolic losses are the greatest. Yet, nitrophenolic aerosol, their oxidation product, is the greatest at the plume center (w nitrophenolicaerosol /w CO = 0.95 ± 0.02). In a large plume case study, GOMECH suggests that nitrocatechol aerosol is most associated with P(NO 3 ). Last, we corroborate GOMECH with a large eddy simulation model which suggests most (55%) of nitrocatechol is produced through NO 3 in our case study.