GigShield.ai vs Sibli
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
GigShield.ai compared with Sibli
| Detail | 
GigShield.ai | 
Sibli |
|---|
| What it does | Escrow-backed payment protection and AI dispute resolution for freelancers and businesses
| Intelligent forecasting technology for global asset managers
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| Stage | Startup
| Not given
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| Founded | 2026
| Not given
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| Based in | GB
| CA
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| Pricing model | Freemium
| Not given
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| Pricing | 1% platform fee per side (1% to the business and 1% to the professional); fees waived to 0% for LinkedIn Verified Partners on their own side
| Not given
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| Key features | - Funds held in escrow before work begins
- Milestone-by-milestone payment release after review
- 3-day approval window with automatic release
- AI-powered dispute resolution in minutes
- Support for multiple payment methods
- LinkedIn Verified Partner fee waiver program
- Human escalation for disputed cases
- Identity verification and KYC/KYB
| - Portfolio-wide scenario analysis and what-if modeling
- Financial model processing from Excel without templates
- Causal discovery mapping of cause-and-effect relationships
- Forecast accuracy tracking and consensus comparison
- Event detection and alert monitoring
- Secure private cloud and flexible deployment options
- API connectivity and system integration
- Integration with proprietary and external data sources
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| What makes it different | - Guaranteed pay for professionals with escrow-backed protection
- Guaranteed delivery for businesses with milestone reviews
- AI dispute resolution resolves conflicts in minutes
- Zero fees for LinkedIn Verified Partners
- Automatic payment release eliminates payment chase
| - Converts isolated analyst forecasts into an auditable firm-level asset
- Enables portfolio-wide scenario analysis in minutes rather than hours
- Provides causal transparency into performance drivers
- Combines financial models with AI-powered research monitoring
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| Free plan | Not given
| Not given
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| Open source | Not given
| Not given
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| Platforms | Not given
| Not given
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| Public API | Not given
| Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | Not checked yet ● no change since last check | 23 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 2 | 6 |
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| Citation Flow (Majestic) | 21 | 17 |
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| Referring domains (Majestic) | 5 | 88 |
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4 details filled in for both companies.
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