Puller AI is betting the retail data analyst lives in a semantic layer

Puller AI reports $513,000 in annual revenue and 40,000 users [Prospeo.io]. The company has not raised a formal funding round. Its bet is that retail teams will pay for an AI agent that can query databases and push data to marketing tools, all without calling IT.

The wedge in retail workflows

Retail is data-heavy with fragmented systems. Puller AI's "data coworker" sits between databases and business users [Puller AI website]. It uses a "living semantic context layer" for commerce data. Non-technical employees generate reports or lists via natural language [Prospeo.io].

Goal: replace manual requests, spreadsheets for marketing, merchandising.

Why the NRF floor matters

NRF 2026 Retail's Big Show exhibitor status signals intent [NRF Big Show]. Event is hunting ground for retail tech vendors.

For pre-seed with low visibility, it is focused GTM. Targets mid-market retail, e-com vs. broad SaaS. 40,000 users indicate user-led, freemium adoption [Prospeo.io].

The founders and the financial picture

Co-founders Meral Arik (consumer data), Zac Choi (venture capital) [Prospeo.io, Acquisition.com]. Aggregator snapshot: bootstrapped.

Reported Annual Revenue | 513 | K USD
Reported User Count | 40000 | users
Estimated Valuation | 1.7 | M USD

$1.7M valuation from multiples, not round [Prospeo.io]. No investors notable. Path from users to ARR critical for enterprise.

Where the model gets tested

Bet faces tests. AI data assistants crowded; retail semantics differentiates.

Commercial pressing:

• Convert users to payers. 40k to enterprise seats classic.
• Land customers. Studies, announcements validate beyond NRF.
• Secure capital. Seed from retail-tech VC signals belief.

Next year: booth to CFO deal. Question for operators: trust semantic layer over engineer for campaigns?

Sources

1. [Puller AI website] Company homepage | https://www.puller.ai/
2. [Prospeo.io] Puller AI company profile | https://prospeo.io/c/puller-ai
3. [NRF Big Show] NRF 2026 exhibitor listing for Puller AI | https://nrfbigshow.nrf.com/company/42716
4. [Acquisition.com] Zac Choi biography | https://www.acquisition.com/bio-zac