Panels vs GeologicAI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Panels | GeologicAI |
|---|---|---|
| Pricing | Contact | Contact |
| Core Focus | Custom audio datasets for voice AI | AI core scanning for mining |
| Key Feature | Speaker-separated audio datasets | Multi-sensor suite + AI logging |
| Target User | Voice AI researchers, startups | Mining companies, geologists |
| Recent News | No relevant news | $44M Series B, Lumo Analytics acquisition |
| Customization | Custom dataset design, exclusive rights | End-to-end workflow from scanning to modeling |
GeologicAI and Panels serve entirely different markets: mining vs. voice AI. Choose GeologicAI if you need rapid, AI-driven core scanning for critical minerals. Choose Panels if you require custom, high-quality audio datasets for voice model training. They are not substitutes.
What real users say: Panels 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.
Panels
60 mentions across 3 sources · 0% positive — critical
Hacker News, App Store, Lemmy
What users praise
- • Offers high-quality speaker-separated audio datasets.
- • Provides custom dataset design tailored to client needs.
- • End-to-end in-house audio collection and production.
- • Supports multilingual turn-taking evaluation datasets.
What frustrates them
- • No community feedback or independent reviews available.
- • Unclear pricing model—contact required for any estimate.
- • Name clashes with popular comic reader app.
- • Unknown reliability at scale without user testimonials.
Researched Jul 3, 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 companyPick: GeologicAI
GeologicAI provides multi-sensor core scanning and AI logging to accelerate project timelines by over 400%, with sub-48-hour turnaround.
- Voice AI startupPick: Panels
Panels offers custom, speaker-separated audio datasets for training and evaluation, with a consultative process and exclusive rights.
- Geological consulting firmPick: GeologicAI
End-to-end workflow from scanning to modeling, integrated with RMSP and Drill Hole Optimizer, provides consistent, high-fidelity results.
- Multilingual voice assistant developerPick: Panels
Panels provides multilingual turn-taking evaluation datasets and custom design for specific languages and environments.
Frequently Asked Questions
Panels vs GeologicAI: which should you choose?
GeologicAI and Panels serve entirely different markets: mining vs. voice AI. Choose GeologicAI if you need rapid, AI-driven core scanning for critical minerals. Choose Panels if you require custom, high-quality audio datasets for voice model training. They are not substitutes.
Can I use Panels for mining core analysis?
No, Panels provides audio datasets for voice AI, not geological data.
Does GeologicAI offer audio datasets?
No, GeologicAI focuses on multi-sensor core scanning for mining.
What is the pricing model for GeologicAI?
Contact-based; likely per project or per meter of core.
What is the pricing model for Panels?
Contact-based; consultative based on dataset complexity and exclusivity.
Does GeologicAI integrate with other mining software?
Yes, it integrates with RMSP, Drill Hole Optimizer, and Edge Copper.
Can Panels provide datasets for rare languages?
Yes, Panels offers custom multilingual datasets including esoteric domains.
What recent news affects GeologicAI?
GeologicAI raised $44M Series B, acquired Lumo Analytics (LIBS technology) and Resource Modeling Solutions, and partnered with Edge Copper.
What recent news affects Panels?
Recent news about Panels is unrelated to voice AI; it refers to solar panels and SETI panels.
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Last reviewed: July 3, 2026