Deft offers a multi‑agent platform that continuously validates, enriches, and structures product catalog data so it appears accurately in AI‑driven search and large language model responses. Automated agents cross‑verify attributes, fix inconsistencies, and monitor product visibility across major LLMs, providing brands with real‑time dashboards and prompt‑level competitive insights to capture AI‑based consumer spend.
Funding
Funding not disclosed
Founders
Product
Problem
Brands and product owners struggle to ensure their catalog data is accurately represented in AI-driven search and large language model (LLM) responses. Inconsistent, incomplete, or outdated product attributes cause AI assistants to omit or misrepresent items, leading to lost visibility and sales opportunities.
Solution
Deft provides a multi‑agent platform that continuously validates, enriches, and structures product information to match the expectations of AI assistants and LLMs. Automated agents cross‑verify catalog data, identify missing attributes, and correct inconsistencies without manual effort. The system monitors performance across multiple LLMs (e.g., ChatGPT, Gemini, Grok, Claude), delivering real‑time insights on which models surface the products and where gaps exist. Brands receive a dashboard that tracks product visibility, highlights competitive opportunities, and offers prompt‑level competitive insights. By keeping product data AI‑ready, Deft helps businesses capture consumer spend that now flows through AI‑powered search.
Target Audience
Primary customers are direct‑to‑consumer (D2C) brands and B2B product companies that sell online and need reliable AI‑driven product discovery across multiple large language models.
Features
- Multi‑agent architecture that autonomously extracts, validates, and enriches product attributes across catalogs
- Cross‑verification against LLM expectations to detect missing or inconsistent data points
- Real‑time monitoring of product performance across major LLMs with model‑by‑model visibility
- Prompt‑level competitive insights, including key differentiators and ranking changes
- Dashboard with SKU‑level optimization, trend graphs, and alerts for visibility drops
- Integration support for up to 7 SKUs per plan, with 150 tracked prompts and coverage of four major LLMs
- Priority email and Slack support plus monthly consultation calls