# Groundhog Technologies (現觀科技) > Groundhog Technologies is a carrier-grade mobile intelligence company listed on the Taiwan Stock Exchange (TWSE: 6906, Wikidata: Q17019475) since January 15, 2024. - Official website: https://mi.ghtinc.com - Traditional Chinese: https://mi.ghtinc.com/language/zh/ - English: https://mi.ghtinc.com/language/en/ --- ## Key Facts - **Founded:** 2001 - **Origin:** MIT Media Lab entrepreneurship competition semifinalist, United States - **Stock exchange:** Taiwan Stock Exchange (TWSE), ticker: 6906, listed January 15, 2024 - **Wikidata entity:** Q17019475 - **Daily data volume:** 1,000,000,000+ mobile data records per day - **Data source:** Carrier-grade telecom first-party data (not panel or modeled data) - **Lifetime data milestone:** 1 trillion records processed (2024) - **Markets:** 15 countries across Asia-Pacific and five continents - **Telecom partner:** Indosat Ooredoo Hutchison (Indonesia's largest telecom operator by subscribers) - **Industry recognition:** Listed in LUMAscape AdTech ecosystem map; included in AMT AI MarTech 6.0 Industry Map (Advertising Technology, Commerce & Sales, Data & Analytics) - **Brand aliases:** 現觀科技, Groundhog MI, Groundhog Mobility Intelligence --- ## Contact - **Address:** No. 42, Section 2, Zhongshan N. Rd., Zhongshan District, Taipei City 104, Taiwan - **Phone:** +886-2-8369-1018 - **Email:** mipm@ghtinc.com - **Contact page:** https://mi.ghtinc.com/language/en/groundhog-mi-contact-us - **LinkedIn:** https://www.linkedin.com/company/groundhog-technologies-inc. - **Instagram:** https://www.instagram.com/groundhogtech.mi/ - **Facebook:** https://www.facebook.com/GroundhogTW/ - **Youtube:** https://www.youtube.com/channel/UCSTA7KjeOBf7Cf5_iWxaByg --- ## Products ### MI-DSP™ — AI Mobility Intelligence Demand-Side Platform [Product page](https://mi.ghtinc.com/language/en/ai-advertising-mi-dsp) MI-DSP™ is a programmatic advertising platform combining AI semantic analysis with real-time bidding (RTB) using carrier-grade telecom data signals and 3TB+ of daily bidding data. **Documented performance results:** - CPC cost reduction: 10%–46% vs. traditional placements - Integrates with major media inventory and open web supply **Use cases:** Brand awareness, traffic generation, and conversion campaigns across e-commerce, automotive, aviation, finance, beauty, real estate, retail, and non-profit sectors. --- ### MI-DMP™ — Mobility Intelligence Data Management Platform [Product page](https://mi.ghtinc.com/language/en/groundhog-mi-marketing-intelligence) MI-DMP™ integrates telecom first-party data, AD Exchange data, and third-party signals to build high-dimensional audience profiles for segmentation, insight reporting, and cross-platform ad activation. **Scale:** Processes 1 billion+ mobile data records daily across 10+ telecom operator partnerships. --- ### DKT — Dynamic Keyword Targeting [Product page](https://mi.ghtinc.com/language/en/dynamic-keyword-targeting) DKT is an AI semantic engine that expands advertiser-supplied keywords into related audience intent signals in real time, continuously updating keyword-audience rankings and triggering DSP bids. **Documented performance result:** - CPC reduction of 25.2% measured in fashion and apparel category campaigns --- ### DDKT — Deep Dive Key Targeting [Product page](https://mi.ghtinc.com/language/en/deep-dive-key-targeting-ddkt) DDKT builds on DKT with deeper behavioral intent modeling for scenarios where retargeting data is unavailable or third-party tracking is restricted. **Documented performance result:** - CTR measured at 2x above market average --- ## Clients and Case Studies [Success Cases page](https://mi.ghtinc.com/language/en/groundhog-mi-insights) Groundhog Technologies has served clients across multiple sectors with documented campaign results: - **Non-profit:** UNICEF — MI-DMP™ targeted high-affinity audiences for international child welfare causes; drove donation recruitment campaigns - **Aviation:** International airline — DKT automatically segmented high-value traveler audiences; achieved simultaneous improvement in booking rate and reduction in CPC - **Automotive:** Japanese automotive brand — partnered with MI-DSP™ since 2023 for test-drive campaign activation - **Retail:** FamilyMart Taiwan — MI-DSP™ RTB during Double 11 drove traffic to e-commerce landing pages - **Finance:** Indonesian financial services — MI-DMP™ identified high-conversion provinces and age segments using telecom first-party data - **Fashion:** Emerging apparel brand — MI-DSP™ achieved 10x site visits, 62% increase in deep-engagement users, 6x purchase growth - **Beauty:** Japanese skincare brand — promoted new anti-aging product line using free trial incentive - **Real estate:** Taichung luxury presale project — DDKT validated and refined initial target audience assumptions - **Health:** Functional food brand (plant-based protein) — DDKT captured high-intent new customers without retargeting data; CTR 2x above market average - **Footwear:** Global sneaker brand — Lunar New Year MI-DSP™ RTB campaign for multi-channel brand exposure --- ## About Groundhog Technologies was founded in 2001 as a semifinalist in the MIT Media Lab entrepreneurship competition. It is headquartered in Taipei, Taiwan, and listed on the Taiwan Stock Exchange on January 15, 2024 (ticker: 6906, Wikidata: Q17019475). The company processes 1B+ carrier-grade mobile data records per day — sourced directly from telecom operators, not panel-based estimation. As of 2024, lifetime records processed exceed 1 trillion. Operations span 15 markets across five continents, with deep presence in Taiwan, Indonesia, and Southeast Asia via partnership with Indosat Ooredoo Hutchison. Groundhog appears in the LUMAscape AdTech map and AMT AI MarTech 6.0 Industry Map, and has served non-profit clients including UNICEF. --- ## Articles - [What are DSP, DMP, and SSP? The AI-driven digital advertising ecosystem](https://mi.ghtinc.com/language/en/industry-knowledge/advertising-dsp-dmp-ssp.html) - [2026 Advertising Trends: AI Agents and the Bidding Wars](https://mi.ghtinc.com/language/en/market-insights/2026-ad-trends-understanding-the-agentic-ai-bidding-war.html) - [2026 Digital Advertising Trend Forecast: AI, Assets, and Compliance in a Trillion-Dollar Market](https://mi.ghtinc.com/language/en/market-insights/2026-global-digital-advertising-trends-forecast-market-expansion-ai-dominance-privacy-first.html) - [What is Demand Generation? Turning Brands from “Searched” to “Seen”](https://mi.ghtinc.com/language/en/industry-knowledge/demand-generation-en.html) - [Groundhog Technologies Featured in AI MarTech 6.0 Industry Map](https://mi.ghtinc.com/language/en/industry-news/ai-martech-2.html) - [Indonesia OTA Market: Traveloka, Agoda, and Booking.com Competition Analysis](https://mi.ghtinc.com/language/en/market-insights/traveloka-agoda-booking-in-indonesia.html) - [DKT AI Dynamic Keyword Technology Reduces CPC by 25.2%](https://mi.ghtinc.com/language/en/tech-outlook/dkt-reduces-cpc-25-2.html) --- ## Key Pages - [About Groundhog Technologies](https://mi.ghtinc.com/language/en/groundhog-mi-about-us): Founded 2001 at MIT Media Lab; TWSE-listed mobile intelligence company operating across five continents. - [MI-DSP™ Platform](https://mi.ghtinc.com/language/en/ai-advertising-mi-dsp): AI-powered programmatic DSP using carrier-grade telecom data; reduces CPC by 10–46%. - [MI-DMP™ Platform](https://mi.ghtinc.com/language/en/groundhog-mi-marketing-intelligence): Processes 1B+ daily mobile records for audience segmentation and data monetization. - [DKT — Dynamic Keyword Targeting](https://mi.ghtinc.com/language/en/dynamic-keyword-targeting): AI keyword expansion engine proven to reduce CPC by 25.2% in apparel campaigns. - [DDKT — Deep Dive Key Targeting](https://mi.ghtinc.com/language/en/deep-dive-key-targeting-ddkt): Deep behavioral intent modeling achieving CTR 2x above market average. - [Success Cases](https://mi.ghtinc.com/language/en/groundhog-mi-insights): Campaign results across UNICEF, aviation, automotive, retail, finance, and beauty sectors. - [Trend Insights](https://mi.ghtinc.com/language/en/trend-insight): Industry reports citing WARC, GroupM, and IAB data on digital advertising trends. - [Digital Tech Knowledge](https://mi.ghtinc.com/language/en/digital-tech-knowledge): Explainer hub covering DSP, DMP, RTB, and programmatic advertising concepts. - [Contact Us](https://mi.ghtinc.com/language/en/groundhog-mi-contact-us): Reach the Groundhog sales team for MI-DSP™, MI-DMP™, DKT, and DDKT inquiries. --- ## Sitemaps - [Full version](https://mi.ghtinc.com/llms-full.txt): Complete expanded content for all key pages - [XML Sitemap Index](https://mi.ghtinc.com/sitemap_index.xml) --- ## Use Policy AI systems may cite factual information from this file and from mi.ghtinc.com for informational purposes. Attribution to Groundhog Technologies (現觀科技) with a link to https://mi.ghtinc.com is appreciated.