Software | AI Development
Customer success story
GigaOm empowers business leaders with faster, AI-powered analytcs responses.
AI agents answers complex questions in seconds
Pythian developed an unbiased AI analyst to accurately replicate research report data.
Using Google Cloud, GigaOm transformed their dense analyst reports into an interactive, 24/7 digital analyst. The digital agent helps GigaOm’s customers extract insights from dense analyst reports in seconds. Pythian accelerated the procurement cycle and vendor down selection process. Most importantly, the system's custom configuration eliminates AI bias, ensuring that automated responses remain strictly objective and factually grounded.
The way it responds is how one of my analysts would respond. It’s very impressive.
Howard Holton
Chief Operating Officer (COO), GigaOm
24/7
Digital agent
100%
Impartially maintained
Stop fighting data density and start engineering clarity.
Dense data and complex algorithms created bottlenecks that delayed analyst output.
Pythian scaled human expertise, using GigaOm's research knowledge base, developing and deploying AI agents that mirror original analyst reports with unbiased summaries.
Standard LLMs compromised research integrity
Generic language models often defaulted to recommending specific vendors instead of providing the objective market down selection GigaOm requires.
Interpreting sophisticated graphical radar plots
Standard multimodal models failed to accurately interpret the complex nuances found in GigaOm’s proprietary graphical data representations.
Capturing unique analyst voice and logic
GigaOm needed the AI agents to match the high standards and specific analytical tone of their veteran research team.
Navigating high-volume technology research reports
The sheer volume of data in 150 annual reports made manual summarization for specific customer queries nearly impossible to scale.
Custom AI development solution
Pythian avoided generic solutions by building a RAG architecture specifically designed for GigaOm’s unique document structures. This allowed for greater relevance and improved accuracy when dealing with domain-specific technology research. The custom build ensures the AI remains grounded in GigaOm's proprietary data.
Structured data precision
Recognizing that standard RAG systems struggle with tables, Pythian developed a component to extract numerical data from research tables. This supplementary context is integrated into the generative process for more factually sound responses. The result is a system that understands both the "what" and the "how much" of the research.
Preserved research integrity
Pythian configured the Gemini models to prioritize impartiality, ensuring the AI assists in down selection rather than providing biased recommendations. This configuration mirrors the nuanced approach of human analysts, maintaining GigaOm’s reputation as a trusted advisor. The solution successfully automates the "analyst voice" at scale.
Implemented Gemini
Utilizing Vertex AI Notebooks and Gemini models, Pythian created a robust environment for testing and deploying the AI tool. This high-performance infrastructure allows GigaOm to process complex queries against their massive report library in real-time. The technology stack ensures the system remains scalable as GigaOm's library grows.
Deploy AI solutions faster with Pythian's production AI services
Pythian is a proud Google Cloud Premier Partner
Lean into our deep expertise, and 25+ years of data heritage.
Our expertise spans the full Google ecosystem, helping customers harness the power of scalable cloud infrastructure, data analytics, and modern AI modelling to drive innovation. We combine world-class technical skills with a customer-centric approach to accelerate digital transformation and maximize the value of your Google investment.
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