Applied Systems Built Alongside Client Work

Some of what we build for clients, we also package as standalone products. Two live examples: a hospitality demand intelligence platform and a medical device intelligence framework available as an embedded engagement.

Live · peakwise.predictiqsystems.com

Peakwise

Hospitality Demand Intelligence

90-day demand intelligence calendar for boutique hotel operators and vacation rental managers — events, weather, and competitive rate signals combined into a daily demand score, Rate Opportunity Gap, and Compression/Need-Date action queue. Know when demand spikes are coming before competitors adjust their rates.

Built On

Gemini 2.5 Flash + Google Search grounding
Claude Sonnet structured extraction
OpenWeatherMap forecasts
Daily competitor rate capture (6 OTA sources)
FastAPI + Celery + PostgreSQL + Parquet

Naples, FL market · 44+ events tracked · 90-day forward calendar · DemandIndex = event×0.35 + weather×0.20 + seasonal×0.25 + supply×0.20

90-Day Demand Calendar

Daily demand score [0–100] for 90 days forward — events, weather, seasonality, and competitive rate signals combined into a single actionable number.

Rate Opportunity Alerts

Compression and Need-Date alerts with recommended rate actions — so operators know when to push rates before competitors adjust.

Event Signal Engine

44+ Naples events tracked via Gemini grounded search + Claude structured extraction. Events by name, attendance estimate, proximity score, and category.

Competitive Rate Intelligence

Daily competitor rate capture from Expedia, Booking.com, Airbnb, VRBO, and Google Hotels — rate momentum direction, 7-day change, median rate series.

Active · Embedded Engagement

Medical Device Intelligence Framework

Healthcare AI · Medical Device Companies · HTA Bodies

The five-pipeline architecture built for ECRI — horizon scanning, time-to-market prediction, attribute validation, EMBASE novelty mining, and FDA post-market AI surveillance — available as an embedded engineering engagement for medical device companies, health research organizations, and HTA bodies that need the same capabilities.

Not a SaaS product. An embedded engagement where we own the full lifecycle: R&D through production, weekly shipping cadence, evaluation harness, and ongoing measurement.

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Capabilities in the Framework

Horizon scanning from 72+ sources (FDA, PubMed, EUDAMED, ClinicalTrials.gov, HTA bodies)
Time-to-market prediction with 6-tier authority-weighted evidence scoring
Regulatory classification (FDA 510(k)/PMA/De Novo · EU MDR Class I–III · IVDR A–D)
EMDN taxonomy coding and canonical device catalog management
Post-market AI surveillance — hospital PSO data, Welford baseline tracking, two-layer deviation detection
Weekly shipping cadence with lab → production discipline and automated sync-checks

Need something built for your environment?

These systems started as client work. If your organization has a similar problem — device intelligence, post-market surveillance, medical evidence AI — we build it as an embedded engineering engagement.