marketpulse_ai

Inspiration

Businesses waste hundreds of hours manually analyzing competitor pricing and drafting compliance reports—while standard AI models hallucinate or rely on outdated training cutoffs. At the same time, upcoming 2026 regulations (such as EU AI Transparency and digital identity rules) demand that automated workflows provide verifiable audit trails and explicit human sign-off before contract execution. We built MarketPulse.AI to solve both problems at once by combining real-time web intelligence, scalable low-code backend persistence, and deterministic document audit flows into a single unified platform.

What it does

MarketPulse.AI is an autonomous market intelligence & compliant contract generation engine:

1. Real-Time Web & SERP Intelligence: Fetches live Google Search rankings, Google Shopping price distributions ($149–$499/mo), and breaking industry news using SerpApi.
2. AI Strategy & Market Positioning: Generates real-time SWOT matrices, pricing recommendations, and regulatory risk scores without relying on static model knowledge.
3. Scalable Backend Persistence: Persists structured project records (market_projects) and API payloads directly in a Xano backend workspace.
4. Deterministic Document Audit Hub: Uses Nutrient DWS to verify deterministic extraction scores (98.4%), log replayable audit trails, embed an interactive DWS viewer canvas, and execute human-in-the-loop digital signature seals. ## How we built it
5. Frontend: React + Vite with custom dark glassmorphic design system tokens, responsive grid layouts, and Google Fonts (Outfit & Inter).
6. SerpApi Integration: Restful SERP scraper integration parsing organic cards, shopping price metrics, and news streams into structured JSON.
7. Xano Backend: Database schema modeling and REST API synchronization configured for Xano CLI direct workspace pushing and static web hosting.
8. Nutrient DWS Pipeline: Integrated Nutrient DWS campaign credentials (api-world-cloudx-2026), deterministic confidence scoring, interactive PDF viewer canvas, and client-side PDF export (jsPDF). ## Challenges we ran into Aligning real-time asynchronous search data from SerpApi with deterministic document confidence scores and human-in-the-loop approval state transitions without introducing UI latency. ## Accomplishments that we're proud of
9. Successfully stacking 3 major sponsor track APIs (SerpApi + Xano + Nutrient DWS) into a seamless full-stack architecture.
10. 100% clean production compilation with zero build errors.
11. Built-in live payload inspectors allowing hackathon judges to verify API integration depth in real time. ## What we learned Building with deterministic document APIs alongside generative AI models yields significantly higher trust for enterprise legal and compliance workflows. ## What's next for MarketPulse.AI
12. Autonomous scheduled SerpApi web crawlers to alert users on competitor price drift.
13. Expanding Xano backend database models for multi-tenant enterprise teams.

Built With

• ai
• css3
• javascript
• nutrient-dws
• pdf
• react
• rest-api
• serpapi
• vite
• xano