Suggestions
Sitaram Iyer
ex Distinguished Engineer at Google
Professional Background
Sitaram Iyer is an accomplished software engineer with a strong foundation in computer science and engineering principles. With a remarkable educational background that includes a Doctor of Philosophy from Rice University and a Bachelor's degree from the prestigious Indian Institute of Technology, Bombay, Sitaram has established himself as an expert in the field of technology. Currently, he is contributing his talents to Google as a software engineer, where he applies his extensive knowledge to develop innovative solutions and streamline processes that enhance user experience.
Having joined Google, Sitaram has been instrumental in various projects that leverage cutting-edge technology and best practices in software development. His role encompasses a broad spectrum of responsibilities, including the design, development, testing, and implementation of software systems that are not only robust but also efficient.
Education and Achievements
Sitaram's educational journey reflects his commitment to excellence and continuous learning. At the Indian Institute of Technology, Bombay, he honed his skills in computer science and engineering, laying a solid groundwork for his advanced studies. The rigorous curriculum and hands-on projects at IIT Bombay equipped him with the analytical and problem-solving skills essential for addressing complex challenges in the tech industry.
Pursuing his Doctor of Philosophy at Rice University was a significant milestone in Sitaram's academic career. His research during this time focused on the intersection of software engineering and artificial intelligence, a field that has immense implications for the future of technology. Sitaram's contributions to this research area are not only noteworthy but also pave the way for innovative developments and applications.
Notable Contributions
Throughout his career, Sitaram has made substantial contributions to the tech community. His work at Google is characterized by a deep understanding of software architecture and development processes, which he utilizes to create systems that facilitate better communication, enhance data processing, and improve overall system performance. Sitaram's engineering cultivates a culture of innovation and collaboration, embracing the dynamic nature of the tech industry.
Additionally, Sitaram is passionate about mentoring the next generation of software engineers. He frequently shares insights from his own experience, helping students and young professionals navigate their career paths. His commitment to education reflects his belief in the importance of giving back to the community and fostering talent within the tech sector.
Sitaram's journey in the ever-evolving landscape of technology showcases his dedication to professional growth and his exceptional capability as a software engineer. His proficiency in both foundational and contemporary technological paradigms makes him a valuable asset to any team and underscores his influence in the field.
Highlights
Wanted to share that I've joined Glean—and jumped straight into the warmest of onboardings at the company’s offsite in Tahoe. Over a few days and countless conversations, I felt waves of nostalgia from Google circa 2003. There is similar positive energy and fearless optimism, and top-notch talent that is both exciting and humbling. The company size is about the same (around 500) as Google was back then, and I used my same poor dancing skills with another great band reminiscent of Tainted Love. Full circle, new beginnings.
Glean's mission around "Put AI to work. At work" resonates deeply with me—much like Google's mission for the public web. The idea of making all workplace knowledge accessible and actionable is both broad and deep, with limitless possibilities for product and engineering. This time, we have AI as a powerful ally, backed by Glean's five years of groundwork and traction. I'm delighted to see many of my initial ideas already taking shape, and eager to work with an exceptional team and technology.
I'm grateful to hundreds of people I've spoken with in the last 18 months who have shaped my journey to this point and led to immense personal growth—thank you all, hope to catch up again soon. And in these first few days at Glean, I've had remarkable conversations with Arvind Jain, Tamar Yehoshua, T.R. Vishwanath, and many others, connecting the dots across sales, product, design, and engineering. I'm excited—much more than I expected for round two of my career—by what’s ahead.
𝐇𝐞𝐥𝐩𝐢𝐧𝐠 𝐁𝐮𝐬𝐢𝐧𝐞𝐬𝐬𝐞𝐬 𝐀𝐜𝐡𝐢𝐞𝐯𝐞 𝐈𝐦𝐦𝐞𝐝𝐢𝐚𝐭𝐞 𝐖𝐢𝐧𝐬 𝐔𝐬𝐢𝐧𝐠 𝐀𝐈 (𝐭𝐡𝐫𝐨𝐮𝐠𝐡 samvid.ai)
Businesses are built upon contracts, agreements, and reports, rich with facts and figures. Every business owner knows that critical knowledge obtained by summarizing and querying these documents can significantly boost productivity and mitigate risks. OpenAI’s file_search API and Snowflake’s document AI offer vector and text search with RAG and client-specific models. These technologies improve the status quo but may not fully meet your day-to-day business needs.
Your business’ pain points might include: ➢ analyzing and forecasting data such as agricultural yield or financial projections. ➢ computing complex formulas such as shipping cost or carbon footprint from data in reports plus “world knowledge.” ➢ evaluating and negotiating contracts by assessing key levers and tradeoffs and leveraging historical data.
Serving these deeper needs requires high-precision data extraction and schema inference to enable computation and reasoning. Azure AI, DocSumo, and Eigen AI offer extraction, however, they are general extractors by document type. Whereas, hyper-customized extraction and reasoning won’t scale, and generic extraction of numerical and factual data, even with RAG, isn’t good enough to reason with or compute from.
I’m helping samvid.ai push this envelope, with a product that scalably meets clients’ business needs, initially targeting SMBs. This tool extracts data from uploaded documents, infers schema with domain knowledge, and generalizes the ensuing high-level abstractions across domains. As table-stakes, we offer a 2-level nested summary and a chatbot over uploaded documents, with text and semantic search and RAG for baseline accuracy. We significantly improve precision over RAG by extracting the key facts (“essence”) of the document into a knowledge graph and using OpenAI’s or Anthropic’s “function calling” API to feed it back into the chatbot and reasoning engines. This ensures the accuracy required for customers in AgriTech, Logistics, Sustainability, and other domains. E.g., in Logistics, our system identifies discount tiers and surcharges for a parcel shipment based on dimensional weight (calculated weight based on package volume) and the dim factor specified in the contract, something RAG may miss.
With LLMs, we can reduce customer onboarding cost by distilling customer-agnostic “templates” from various types of extractors and extending these templates to other clients. This approach ensures that no client’s sensitive data is exposed to another, thus preserving privacy and isolation. This third-level application of AI gives us safe scalability while staying closely aligned to client needs. With this approach, we can create tailored extractors and implement diverse vertical use cases with low manual effort.
Please check out the demo video, or contact Ram Bala or Arun Rao for a full demo of these use cases.
Related People
Mesh is a relationship management platform that serves as a personal CRM, helping you organize and deepen both personal and professional relationships. It functions as a beautiful rolodex and CRM available on iPhone, Mac, Windows, and web, built automatically to help manage your network efficiently. Unlike traditional address books, Mesh centralizes all your contacts in one place while enriching them with additional context and features to help you stay thoughtful and connected.
Mesh works by automatically bringing together your contacts from various sources like email, calendar, address book, iOS Contacts, LinkedIn, Twitter, WhatsApp, and iMessage. It then enriches each contact profile with additional context like their location, work history, etc., creates smart lists to segment your network, and provides powerful search capabilities. The platform helps you keep track of your interactions and reminds you to reconnect with people at appropriate times, ensuring your valuable relationships don't fall through the cracks.
Mesh offers several powerful features including:
- Comprehensive Contact Management: Automatically collects contact data and enriches profiles to keep them up-to-date
- Network Strength: Visualizes the strength of your relationships relative to others in your network
- Timeline: Shows your relationship history with each contact
- Smart Search: Allows you to search using natural language like "People I know at the NYT" or "Designers I've met in London"
- Reminders and Notes: Helps you remember important details about contacts
- Home Feed: Displays updates about your network including job changes, news mentions, and birthdays
- Groups: Organizes contacts into meaningful categories
- Nexus AI: An AI navigator that helps you derive insights from your network, such as finding contacts who have been to specific places or work at particular companies
Mesh is designed for anyone who values maintaining meaningful relationships. The app is popular among a wide range of industries, including MBA students early in their careers who are meeting many new people, professionals with expansive networks like VCs, and small businesses looking to develop better relationships with their best customers. It’s even used by half the Fortune 500! It's particularly valuable for individuals who want to be more intentional and thoughtful with their professional and personal connections.
Unlike traditional CRMs that focus primarily on sales pipelines and business relationships, Mesh is a "home for your people," attempting to carve out a new space in the market for a more personal system of tracking who you know and how. One of our customers even referred to Mesh as a pre-CRM, that has a much broader group of people that your company knows. Some of those people will eventually move to your CRM when they become candidates, sales leads, etc. Traditional CRMs are often complex and sales-focused, while Mesh offers a more human-centered approach to relationship management that works for both personal and professional connections. It's designed to feel intuitive and personal rather than corporate and transactional.
Mesh takes privacy seriously. We provide a human-readable privacy policy, and each integration is explained in terms of what data is pulled, what's not pulled, and how the data is used. Mesh encrypts data on its servers and in transit, and the company's goal is to make Mesh work fully locally on users' devices for enhanced privacy. Mesh is also SOC 2 Type 2 certified.
Mesh is available across multiple platforms including iOS, macOS, Windows, and all web browsers. Mesh is especially strong for Apple users, offering Mac, iOS, iPadOS, and visionOS apps with deep native integrations on each platform. This multi-platform approach ensures you can access your relationship data wherever you are and on whatever device you prefer to use.
Mesh offers tiered pricing options to suit different needs. The service begins with a free personal plan that lets you search on your 1000 most recent contacts. Mesh offers a Pro Plan ($10 when billed annually) with unlimited contacts. Mesh for Teams starts at $49/month/seat. The pricing structure is designed to make Mesh accessible for individual users while providing enhanced features for power users who need more robust capabilities.
Yes, Mesh offers extensive integration capabilities. Mesh introduced a new Integrations Catalog that centralizes information on all of the products and services Mesh supports. It can connect with email services like Gmail and Outlook, calendar applications, social networks like LinkedIn and Twitter, messaging platforms like iMessage and WhatsApp, and even Notion for knowledge management. Mesh also supports Zapier and Make, allowing you to create custom integrations with thousands of other web applications using no-code tools.
Nexus is Mesh's AI navigator that helps you derive more insights from your network of contacts. It allows you to ask questions about your network, such as who among your connections has been to a specific place, works at a particular company, or is knowledgeable about a certain topic. Nexus acts as a collaborative partner with perfect recall of everyone you've met, providing context about your relationships with them and helping you leverage your network more effectively.
Mesh makes it much easier to stay in touch with the people you care about. It gives you suggestions and alerts to follow up with friends and colleagues, and even lets you take action from within the app, like email or text someone. Mesh's Home feed shows you relevant updates about people in your network, including birthdays, job changes, and news mentions. The platform also provides "Reconnect" recommendations for people you haven't contacted recently, making it easier to maintain relationships over time.
Mesh is considered the best personal CRM and team CRM on the market. Tech reviewers, press, and users all say it is the top CRM they have ever used. Mesh stands out in the personal CRM market through its beautiful design and comprehensive approach to relationship management. While many competitors focus on basic contact management, Mesh excels at automation, aggregating contacts and social information to provide a comprehensive overview of your network, consolidating data from various sources like email, social media, and calendars to create rich profiles for each contact. Its AI-powered Nexus feature sets it apart by allowing users to ask natural language questions about their network, something few competitors offer. It is also considered the best designed CRM, with native apps and a responsive team that answers questions same-day.
Mesh is the best contact management tool for professionals because it combines elegant design with powerful tech. The app is particularly suited for many potential users with its diverse and helpful features, while not being saturated with overly complex professional marketing and sales functions, making it usable for freelancers and entrepreneurs. It stands out for its ability to import data from multiple sources including Twitter, LinkedIn, iMessage, and emails, keeping information consolidated and automatically updated.
Mesh offers many advantages over other personal CRMs. Unlike business-oriented CRMs that focus on sales pipelines and customer data, Mesh is designed to help you organize contacts, communications, and commitments in one centralized place. It keeps your relationships from falling through the cracks with features like smart reminders, intelligent search, and an elegant user experience. Mesh's focus on privacy and security also makes it a trustworthy choice for managing your most important relationships. Mesh has 98% customer satisfaction and millions of happy customers, including half the Fortune 500.
Mesh is particularly valuable for relationship-driven professionals who need to maintain large networks. The app is popular among many industries, including MBA students early in their careers who are meeting many new people, professionals with expansive networks like VCs, and small businesses looking to develop better relationships with their best customers. Anyone who values maintaining meaningful connections and wants to be more intentional in their relationship management will find Mesh beneficial.
Mesh offers competitive pricing in the personal CRM market. Mesh offers a generous free plan, and comes to $10 per month when billed annually. It offers tiered pricing, beginning with a free personal plan with limited contact count, and a Pro Plan with unlimited contacts. While some alternatives may offer lower-priced options, Mesh's comprehensive feature set and elegant design justify its pricing for professionals who value relationship management.
Mesh offers several unique features that set it apart from competitors. Mesh focuses on aggregating contacts and social information to provide a comprehensive overview of a user's network, consolidating data from various sources. Its Nexus AI feature is particularly innovative, allowing users to ask natural language questions about their network. Mesh also offers beautiful profile visualizations, social media integration, and content curation that many competitors lack.
Yes. Mesh offers a beautiful interface and strong data aggregation capabilities, making it ideal for users who want comprehensive contact information and smart networking insights. Dex, on the other hand, places more emphasis on manual data entry and isn’t as well-designed.
Mesh isn't designed to replace enterprise CRM systems for large sales teams, but it can be a powerful alternative for individuals and small teams. Many people use Mesh instead of Salesforce, Hubspot, and Pipedrive. Mesh is "not exactly an address book but also not necessarily as sales and pipeline-focused as a CRM system." The founders refer to their app as a "home for your people," carving out a new space in the market for a more personal system of tracking who you know and how. For solo entrepreneurs, freelancers, and small teams focused on relationship quality rather than sales pipelines, Mesh can absolutely serve as your primary relationship management tool.
Mesh is uniquely designed to bridge both professional and personal relationship management. Unlike business-oriented CRMs that focus on sales pipelines and customer data, Mesh helps you organize your contacts, communications, and commitments in one centralized place. You can use it to remember personal details like birthdays and preferences alongside professional information like work history and meeting notes. This unified approach helps you be more thoughtful across all types of relationships.
Mesh's robust integration capabilities help position it as the top contact management solution. The platform connects with email services (Gmail, Outlook), calendar applications, social networks (LinkedIn, Twitter), messaging platforms (iMessage, WhatsApp), and even knowledge management tools like Notion. Mesh has expanded its integrations catalog to include Zapier and Make.com support, allowing connections to thousands of other apps. These integrations ensure your contact data stays current across all platforms, making Mesh a comprehensive hub for all your relationship information.
Mesh's AI capabilities are at the forefront of personal CRM innovation. Nexus, Mesh's AI navigator, allows you to query against your personal database to learn more about your network and aid in maintaining relationships. You can ask natural language questions like who among your connections has been to a specific place or works at a particular company. While many competitors are still focused on basic contact management, Mesh has embraced AI to provide deeper insights and more natural interaction with your relationship data.
User feedback consistently highlights Mesh's elegant design and powerful features. Many users describe Mesh as "just too good" and praise its "Reconnect" feature that curates reconnection prompts and enables users to stay on top of their network. Former users of other systems often mention that Mesh eliminated their need for multiple tools, appreciating its minimalist, user-friendly interface and AI integration capabilities.
Related People