LabFig vs Surge AI
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | LabFig | Surge AI |
|---|---|---|
| Purpose | AI scientific figure generation | Expert human feedback for AI alignment |
| Target Users | Graduate students, researchers | Frontier AI labs, AI safety teams |
| Core Technology | AI generation from text/sketch/PDF/photo | Curated expert human workforce |
| Pricing | Freemium (credits-based) | Contact for pricing (expert labor) |
| Integrations | None listed | Python SDK, REST API |
| Key Differentiator | Publication-ready vector figures from any input | Bespoke expert benchmarks (Riemann, Antidote) |
LabFig turns a prompt, sketch, PDF, or lab photo into an editable vector scientific figure draft with panels, labels, and arrows in place.
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Surge AI supplies expert human RLHF data, red teaming, and public benchmarks like GDP.pdf and the Tuesday Work Index for frontier model
Visit WebsiteWhat real users say: LabFig vs Surge AI
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.
LabFig
21 mentions across 2 sources · 45% positive — mixed (averaged across 2 sources)
YouTube, Product Hunt
What users praise
- • Handles rough sketches and photos and produces clean figures.
- • Vector-first editing keeps all elements editable.
- • Six visual styles match Nature, Cell, IEEE aesthetics.
- • Text-to-figure from natural language descriptions is intuitive.
What frustrates them
- • No direct export to journal templates like Nature or IEEE.
- • Missing citation overlay feature for figure annotations.
- • Very limited community reviews – risk of undiscovered bugs.
- • Off-topic YouTube posts suggest weak real-world buzz.
Researched Jul 26, 2026
Surge AI
48 mentions across 3 sources · 38% positive — critical (weighted across 3 sources)
Hacker News, YouTube, Lemmy
What users praise
- • Credentialed workforce of doctors, lawyers and engineers instead of generic crowd annotators
- • GDP.pdf cited by OpenAI in the GPT-5.6 release with a concrete 30.7% flagship score
- • Kimi K2.7 post-training run published measurable SWE-Marathon, DeepSWE and Terminal-Bench gains
- • Benchmark catalog spans chart reasoning, dependent constraints, long-context policy and verticals
What frustrates them
- • Contact-only pricing means no public rate card, no tiers, and no way to self-serve
- • Benchmark sponsorship and independence questions raised directly in HN threads
- • Expert-credential verification process is never explained in any community source
- • No community data on support responsiveness, uptime, or SLAs at enterprise scale
Researched Oct 7, 2026
Who should pick which
- Graduate student preparing journal figuresPick: LabFig
LabFig converts text/sketches to editable vector figures, ideal for quick publication-ready schematics without Illustrator skills.
- AI safety team red teaming LLMsPick: Surge AI
Surge provides domain experts for adversarial testing and nuanced evaluation, plus proprietary benchmarks like Antidote.
- Researcher recreating figures from preprintsPick: LabFig
LabFig's PDF to Figure feature extracts and reconstructs figures from existing PDFs, enabling adaptation.
- Enterprise training multimodal models on PDFsPick: Surge AI
Surge's GDP.pdf benchmark and expert labeling improve real-world document understanding.
- Lab group standardizing figure stylePick: LabFig
LabFig's six consistent visual styles and batch generation maintain uniform appearance across publications.
Frequently Asked Questions
Can LabFig generate figures from hand-drawn sketches?
Yes, it converts photos of sketches into editable vector figures.
Does Surge AI provide automated evaluations?
No, its evaluations are performed by a curated expert human workforce, not automated.
What file formats does LabFig support for export?
PNG, SVG, and PDF at journal-grade resolution.
Which companies use Surge AI for benchmarks?
Microsoft used Surge to benchmark MAI-Thinking-1 (per 2026-07-01 news).
Can LabFig regenerate parts of a figure?
Yes, it supports region inpainting and regeneration via prompts within the vector canvas.
What is the Riemann-bench?
A benchmark by Surge AI for extreme-tier math problems where frontier models score below 10%.
Is there a free version of LabFig?
Yes, a freemium model with limited free credits; premium plans unlock batch generation and higher limits.
How does Surge AI handle complex instruction following?
It uses the ComplexConstraints benchmark and trains models on expert-written rubrics (4B model reached parity with 60x larger).
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Last reviewed: July 2, 2026