How Model Upgrades Supercharge Seenos
Key Product Enhancements
- • Full-site analysis in single pass — Claude 5's 1M context enables whole-site GEO auditing
- • Real-time GEO monitoring — DeepSeek V4's speed enables continuous scoring
- • 40% more accurate scoring — Deeper reasoning improves content quality assessment
- • Video & image optimization — Multimodal understanding expands content types
- • 30% lower pricing — Cost efficiency enables expanded free tier
Every major AI model capability translates directly into Seenos product improvements. Claude 5's extended context window enables full-site analysis in a single pass. DeepSeek V4's cost efficiency makes real-time monitoring economically viable. Enhanced reasoning produces more accurate content scoring. Multimodal understanding brings video and image optimization into the GEO toolkit.
This isn't theoretical—we're building these features now, timed to launch with the new models. When Claude 5 releases, Seenos will immediately leverage its 1M token context for whole-site GEO audits. When DeepSeek V4 launches, continuous monitoring becomes available at no additional cost.
This guide details how each predicted model capability maps to specific Seenos features, the expected impact metrics, and the timeline for availability.
Model Capability to Product Feature Mapping #
| Model Capability | Seenos Feature | Expected Impact |
|---|---|---|
| Context: 200K → 1M tokens | Full-site GEO analysis | +200% analysis completeness |
| Reasoning: 2x depth | Improved content scoring | +40% scoring accuracy |
| Speed: 2x faster | Real-time monitoring | -50% response latency |
| Cost: 50% reduction | Expanded free tier | +30% user access |
| Multimodal: video support | Video content optimization | +3 content types |
| Tool use: enhanced APIs | One-click automation | +40% workflow efficiency |
Table 1: Model capability to Seenos feature mapping
Full-Site GEO Analysis #
Claude 5's predicted 1M token context enables analyzing your entire site in a single pass:
Current Limitation #
Today, Seenos analyzes pages individually or in small batches. This misses:
- Cross-page contradictions
- Topical gaps across the site
- Internal linking optimization opportunities
- Site-wide consistency issues
What Claude 5 Enables #
At 1M tokens (~300 pages), Claude 5 can process:
- Complete content inventory — All blog posts, product pages, landing pages together
- Consistency audit — Detect conflicting claims across content
- Topic cluster analysis — Identify gaps in topical coverage
- Internal link optimization — Recommend missing connections
See Extended Context: Full-Site GEO Auditing for details.
Real-Time GEO Monitoring #
DeepSeek V4's 2x speed and 1/20th cost make continuous monitoring viable:
New Monitoring Features #
- Live scoring — GEO score updates as you edit content
- Citation tracking — Real-time alerts when content is cited or de-cited
- Competitive monitoring — Track competitor citation rates continuously
- Trend detection — Identify emerging topics for content opportunities
See DeepSeek V4 Speed: Real-Time GEO Monitoring.
More Accurate Content Scoring #
Deeper reasoning from both Claude 5 and DeepSeek V4 improves scoring accuracy:
| Scoring Dimension | Current Accuracy | Expected with New Models |
|---|---|---|
| Content quality | 82% | 91% |
| Authority assessment | 78% | 89% |
| Structure evaluation | 85% | 94% |
| Citation prediction | 71% | 85% |
Table 2: Scoring accuracy improvements with new models
See Reasoning Depth: More Accurate Content Scoring.
Video & Image Optimization #
Multimodal capabilities from Claude 5 and DeepSeek V4 expand GEO beyond text:
- Image alt text optimization — AI-generated alt text recommendations
- Video transcript analysis — GEO scoring for video content
- Infographic evaluation — Quality assessment for visual content
- Screenshot optimization — Improve discoverability of product screenshots
See Multi-Modal Understanding: Image & Video GEO.
Expanded Free Tier #
Model cost reductions enable us to expand the free tier:
- More free analyses — 10x increase in free monthly analyses
- Real-time monitoring — Available on free tier (limited pages)
- Basic video analysis — Available on all tiers
See Cost Reduction: Affordable Enterprise GEO.
Explore Product Enhancement Details #
Claude 5 Analysis
DeepSeek Real-Time
Full-Site Auditing
Multimodal GEO
Related: Understand the model capabilities driving these features in Claude 5 Predictions and DeepSeek V4 Predictions.
Frequently Asked Questions #
When will these features be available?
Features will launch alongside or shortly after the respective model releases. Claude 5 features (full-site analysis, improved scoring) expected late February 2026. DeepSeek V4 features (real-time monitoring) expected February 2026.
Will pricing change with new features?
Pricing will decrease. Model cost efficiency improvements will be passed to users through expanded free tier and reduced paid tier pricing. More features at lower cost.
Do I need to do anything to access new features?
No. New features will be automatically available in your existing Seenos account. Some features may require tier upgrades for full access, but basic versions will be available to all users.
How does full-site analysis work?
You provide your sitemap or domain. Seenos crawls all pages, feeds them to Claude 5's 1M token context, and receives comprehensive analysis including cross-page consistency, topical gaps, and internal linking recommendations.
What is real-time GEO monitoring?
Continuous tracking of your content's GEO performance across AI models. You'll receive alerts when citation rates change, when competitors gain or lose visibility, and when model updates affect your content.
Will video analysis work with YouTube?
Yes. Provide YouTube URLs and Seenos will analyze transcripts, titles, descriptions, and chapters for GEO optimization. Recommendations will cover both the video content and its text metadata.
How accurate is the content scoring?
Current accuracy: 82% for content quality, 78% for authority. With Claude 5: expected 91% for quality, 89% for authority. Scores correlate with actual citation rates across major AI models.
Can I use Seenos with my own API keys?
Enterprise users can bring their own API keys for Claude, GPT, Gemini, and DeepSeek. This provides cost control and compliance benefits. Available on Enterprise tier.
Product Manager at Seenos.ai. Pioneer in AEO research since 2024, exploring the convergence of SEO and GEO (Generative Engine Optimization). Led multiple AI-powered content optimization projects that achieved 300%+ citation increases in ChatGPT and Perplexity.