New Generation
AI NativeAn AI agent for your brand.
Est 2024|Raised $4.5M
Published Jul 14, 2026
| Starting Price | Not publicly disclosed (demo-led) | Not publicly disclosed (enterprise, volume-based) | Not publicly disclosed (module + usage fee) |
| Typical Use Case | Brands seeking an add-on AI conversational/agent interface layered on top of an existing store | Large enterprises needing mature search/index/security with modular add-ons (including generative AI) | Commerce teams seeking integrated search, merchandising, and recommendations within a broader CX platform |
| Key Strength | Focus on agent-oriented interfaces and a published agent-readiness benchmark concept (vendor metric) | Established enterprise platform with documented security features and enterprise connectors | Strong merchandising, discovery suite, and a larger enterprise footprint |
| Key Weakness | Early-stage: limited public security/compliance documentation; scarce independent reviews; opaque pricing/ROI publicly | Can be complex and costly; enterprise procurement overhead | Module- and usage-based pricing can be complex; may be heavy for smaller teams |
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Where New Gen may be most relevant:
Where competitors may be stronger:
Competitor-specific note: Constructor.io includes terms that grant rights to use customer content/visitor data for AI/ML training and product development (contract-dependent). Buyers should explicitly negotiate data-use terms across all vendors.