Muir AI

Name: Muir AI
Brand: Muir AI

AI Native

Our technology delivers more cost-effective, sustainable and resilient products. Build a Product Model for free. 👇

Est 2022|Valuation $13.3M|Raised $3.7M

LinkedIn 9K|Website|FTEs 22|HQ Seattle, Washington, US

MarketsSupplier Intelligence Procurement Analytics

01Competitive Landscape

Narrative analysis

#### Where Muir is differentiated - Muir combines procurement cost intelligence, tariffs, and carbon estimates within a product/BOM decomposition context. - The vendor’s synthetic BOM approach is intended to reduce the effort required to obtain product decompositions when primary BOMs are incomplete; these inferred decompositions should be treated as model outputs subject to validation. Sources: - Official vendor homepage and solution pages - Vendor blog on dynamic cost modeling - Vendor materials on tariff and should-cost capabilities #### Where competitors may be stronger - Review footprint / market validation: larger competitors (Watershed, Persefoni, Sphera) generally have broader market awareness and more public references. - Corporate disclosure workflows: platforms tailored for CSRD/ISSB/SEC-style reporting may provide deeper governance and reporting modules. - Deep LCA tooling: incumbents like Sphera (GaBi) provide more granular methodological control for expert users, although typically with greater implementation effort. Sources: - Persefoni pricing and plan descriptions emphasizing disclosure workflows - Sphera product positioning and press materials aligning supplier PCF tooling with relevant standards #### Adoption trends / market signals - Muir is a seed-stage company with ongoing product expansion (Product Origin, models database) and partnerships (AWS Solutions Library listing, a collaboration with a market intelligence provider). Sources: - Tech news coverage of seed funding and early-stage development - Vendor blog post on inclusion in a cloud solutions library - Press release announcing the collaboration with a market intelligence firm

	Muir AI	Persefoni	Sphera (Product Sustainability / Supplier PCF tooling)
Starting Price	Not publicly listed; mentions a free account with a limited number of free PCFs; free public tier for models database	Entry-level self-serve free tier; advanced plans are demo/quote-based	Varies by product; public pricing is inconsistent across sources; supplier PCF calculator is part of broader platform offerings
Best For	Procurement and sustainability teams needing BOM/SKU-level cost, carbon, and tariff insight	Corporate carbon accounting and reporting workflows (Scope 1–3), compliance reporting, audit-grade accounting	Organizations needing LCA depth, product sustainability, and supplier PCF data collection workflows
Key Strength	Multi-domain product intelligence: cost, tariffs, and PCF anchored to product/BOM context; synthetic BOM to reduce data collection burden	Clear positioning around carbon accounting and reporting, including disclosure support; accessible entry tier	Deep LCA heritage and managed databases; supplier PCF calculator for scope 3 transparency
Key Weakness	Limited third-party reviews; modeling accuracy depends on assumptions; pricing not public	May be more focused on corporate inventory/reporting than procurement should-cost/tariff workflows	Tooling complexity and licensing costs can be barriers; implementation effort may be significant

01Competitive Landscape

Narrative analysis

Where Muir is differentiated

Muir combines procurement cost intelligence, tariffs, and carbon estimates within a product/BOM decomposition context.
The vendor’s synthetic BOM approach is intended to reduce the effort required to obtain product decompositions when primary BOMs are incomplete; these inferred decompositions should be treated as model outputs subject to validation.

Sources:

Official vendor homepage and solution pages
Vendor blog on dynamic cost modeling
Vendor materials on tariff and should-cost capabilities

Where competitors may be stronger

Review footprint / market validation: larger competitors (Watershed, Persefoni, Sphera) generally have broader market awareness and more public references.
Corporate disclosure workflows: platforms tailored for CSRD/ISSB/SEC-style reporting may provide deeper governance and reporting modules.
Deep LCA tooling: incumbents like Sphera (GaBi) provide more granular methodological control for expert users, although typically with greater implementation effort.

Sources:

Persefoni pricing and plan descriptions emphasizing disclosure workflows
Sphera product positioning and press materials aligning supplier PCF tooling with relevant standards

Adoption trends / market signals

Muir is a seed-stage company with ongoing product expansion (Product Origin, models database) and partnerships (AWS Solutions Library listing, a collaboration with a market intelligence provider).

Sources:

Tech news coverage of seed funding and early-stage development
Vendor blog post on inclusion in a cloud solutions library
Press release announcing the collaboration with a market intelligence firm

	Muir AI	Persefoni	Sphera (Product Sustainability / Supplier PCF tooling)
Starting Price	Not publicly listed; mentions a free account with a limited number of free PCFs; free public tier for models database	Entry-level self-serve free tier; advanced plans are demo/quote-based	Varies by product; public pricing is inconsistent across sources; supplier PCF calculator is part of broader platform offerings
Best For	Procurement and sustainability teams needing BOM/SKU-level cost, carbon, and tariff insight	Corporate carbon accounting and reporting workflows (Scope 1–3), compliance reporting, audit-grade accounting	Organizations needing LCA depth, product sustainability, and supplier PCF data collection workflows
Key Strength	Multi-domain product intelligence: cost, tariffs, and PCF anchored to product/BOM context; synthetic BOM to reduce data collection burden	Clear positioning around carbon accounting and reporting, including disclosure support; accessible entry tier	Deep LCA heritage and managed databases; supplier PCF calculator for scope 3 transparency
Key Weakness	Limited third-party reviews; modeling accuracy depends on assumptions; pricing not public	May be more focused on corporate inventory/reporting than procurement should-cost/tariff workflows	Tooling complexity and licensing costs can be barriers; implementation effort may be significant