Guac vs GeologicAI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Guac | GeologicAI |
|---|---|---|
| Target Industry | Fresh grocery retail | Critical minerals mining |
| Core Function | AI demand forecasting & replenishment | Multi-sensor core scanning + AI logging |
| Key Integration | None listed | RMSP, Drill Hole Optimizer, Edge Copper |
| Unique Feature | 240+ data variables (weather, events, sports, etc.) | LIBS detection of REEs (via Lumo Analytics acquisition) |
| Pricing | Contact sales | Contact sales |
| Latest News | No recent news | Acquired Lumo Analytics; raised $44M Series B |
Pick GeologicAI if you're in critical minerals mining and need end-to-end core scanning with advanced sensor fusion (including LIBS for REEs) – recent acquisitions and funding signal rapid innovation. Choose Guac if you run a mid-to-large grocery chain and need specialized fresh forecasting to reduce waste – its 240+ variables and departmental focus are unmatched. They serve entirely different verticals, so your decision hinges on industry.
What real users say: Guac vs GeologicAI
Not marketing copy and not our opinion — a structured sweep of public discussion (reviews, forums, communities and video comments), showing what people praise and what they complain about for each tool.
Guac
89 mentions across 6 sources · 27% positive — critical
Hacker News, YouTube, Product Hunt, App Store, GitHub, Lemmy
What users praise
- • Targets a clear niche: fresh grocery forecasting, not generic retail
- • Uses 240+ local data variables for accuracy
- • Reports 38% food waste reduction and 3% sales lift
- • Provides store-level daily forecasts for every SKU
What frustrates them
- • Almost no direct user feedback exists to validate claims
- • Speculative benefits not independently verified
- • Pricing opaque, requiring sales contact
- • Brand confusion with a poorly reviewed budgeting app
Researched Aug 16, 2026
GeologicAI
29 mentions across 2 sources · 55% positive — mixed
Hacker News, YouTube
What users praise
- • Integrated multi-sensor scanning (RGB, XRF, hyperspectral, LiDAR) in one platform.
- • LIBS via Lumo Analytics enables detection of rare-earth elements and light elements.
- • AI-assisted logging on Digital Core Table improves consistency and reduces errors.
- • Sub-48-hour turnaround time and 4x faster logging than manual methods.
What frustrates them
- • Virtually no direct user reviews or community discussion to validate claims.
- • High investment cost and advanced skill level needed to get full value.
- • Requires in-house geological expertise; not suitable for small or junior teams.
- • Proprietary ecosystem may create lock-in and limit integration with other tools.
Researched Aug 21, 2026
Who should pick which
- Critical minerals mining company with multi-sensor scanning needPick: GeologicAI
GeologicAI offers integrated RGB, XRF, hyperspectral, LiDAR, and LIBS detection of REEs, with AI logging 4x faster than manual – ideal for accelerating large-scale projects.
- Mid-to-large grocery chain reducing fresh wastePick: Guac
Guac's per-SKU-per-store forecasting with 240+ variables (weather, events) provides granular demand plans for produce, meat, bakery, and deli, cutting waste and improving availability.
- Geologist needing consistent core logging with fewer errorsPick: GeologicAI
The Digital Core Table and AI-powered logging reduce manual errors and deliver consistent logging, backed by domain expertise and RMSP integration.
- Grocery store ordering team needing daily fulfillment guidancePick: Guac
Guac provides store-level order recommendations and production planning, helping teams prep the right amount each day for fresh departments.
Frequently Asked Questions
Guac vs GeologicAI: which should you choose?
Pick GeologicAI if you're in critical minerals mining and need end-to-end core scanning with advanced sensor fusion (including LIBS for REEs) – recent acquisitions and funding signal rapid innovation. Choose Guac if you run a mid-to-large grocery chain and need specialized fresh forecasting to reduce waste – its 240+ variables and departmental focus are unmatched. They serve entirely different verticals, so your decision hinges on industry.
Does GeologicAI detect rare-earth elements?
Yes, via LIBS from the Lumo Analytics acquisition, it can detect REEs and light elements, completing its sensor suite.
What departments does Guac support?
Meat, seafood, bakery, produce, deli, and center store – all fresh grocery departments.
How fast is GeologicAI core scanning?
Sub-48-hour turnaround, 4x faster than manual core logging, accelerating projects by over 400%.
Does Guac integrate with ERPs or POS?
Guac does not list integrations; users should contact sales for compatibility.
Can GeologicAI be used for small exploration teams?
Not recommended – it’s designed for large-scale mining operations and may have high costs.
What data variables does Guac use?
Over 240 variables including weather, local events, promotions, school terms, sports schedules, and social media trends.
Is there a free trial for either tool?
No – both require contacting sales for pricing and demos.
Has GeologicAI recently raised funding?
Yes, it raised $44M Series B and received funding from EDC in 2026, plus acquired Lumo Analytics and Resource Modeling Solutions.
More Guac or GeologicAI comparisons
GeologicAI is a specialized industrial platform for mining, offering unique multi-sensor scanning and AI logging that dramatically accelerates core analysis. Third-Eye serves a different purpose (OSIN
If you're a mining company racing to locate critical minerals, GeologicAI's integrated hardware-plus-AI pipeline is unmatched — especially with its new LIBS sensor for REE detection. If you need auton
These tools are not direct competitors. Choose GeologicAI if you are a mining operation needing fast, accurate core analysis with integrated sensor data; choose PhantomCrowd-Simulacra if you need to s
Choose GeologicAI if you are a critical minerals mining company needing rapid, integrated core scanning and AI logging for large-scale projects; its recent acquisition of Lumo Analytics and $44M fundi
GeologicAI and Context.dev serve entirely different domains. GeologicAI is purpose-built for critical minerals mining with multi-sensor core scanning and AI logging, now enhanced via the Lumo Analytic
GeologicAI and Diaform serve completely different domains—mining and user research—so a direct choice depends on your field. GeologicAI is a must for critical minerals companies needing rapid, high-qu
Explore each tool further
Browse these categories
One email a week — new tools, honest comparisons, no spam.
Last reviewed: July 3, 2026