Continuous, activity-based Scope 3 inference for listed companies. Normalised across reporting taxonomies, refreshed monthly, shipped with calibrated uncertainty intervals. Built for asset managers and sustainability-linked instruments that need numbers tough enough for audit.
Listed-company Scope 3 disclosures today are typically twelve to eighteen months lagged, locked to spend-based emission factors from the previous reporting year, and silent on uncertainty. That is fine for compliance. It is useless for capital allocation, and increasingly dangerous for sustainability-linked instruments where compensation depends on the number being honest.
Horizon Scope 3 uses activity-based reasoning wherever it can be sourced. Shipment-level customs records, machine-level energy mixes, verified supplier disclosures, satellite-derived production proxies, sub-national grid intensity at the locations the company actually operates from. Where the activity data is robust, the interval is narrow.
Where it isn't, we fall back to inference, with explicitly wider intervals and a documented prior. We are upfront about what we don't know. For thinly disclosed sectors, our intervals are wide — and the wideness is itself information for the investor.
| Category (GHG Protocol) | Latest estimate · MtCO₂e | 90% interval | Method weight | Refresh |
|---|---|---|---|---|
| Cat 1 — Purchased goods & services | 4.82 | [4.31, 5.40] | Activity 72% / Spend 28% | Monthly |
| Cat 2 — Capital goods | 0.64 | [0.51, 0.81] | Activity 88% | Monthly |
| Cat 3 — Fuel & energy | 0.27 | [0.24, 0.31] | Activity 95% | Monthly |
| Cat 4 — Upstream transport | 0.91 | [0.78, 1.07] | Activity 81% | Monthly |
| Cat 11 — Use of sold products | 12.40 | [10.20, 14.95] | Activity 64% / Inference 36% | Monthly |
| Cat 12 — End-of-life | 0.83 | [0.61, 1.11] | Inference 100% | Quarterly |
| Total disclosed | 19.87 | [16.65, 23.65] | Activity 71% wt. | — |
Illustrative output for a hypothetical listed industrial. "Method weight" indicates the proportion of the estimate derived from activity-based vs. spend-based or inference methods.