data collection frameworks investment 
StartupNation
JULY 5, 2025
Post-round, the same metrics framework became our quarterly board template, saving hours of prep. As a result, investors appreciated our transparency and clarity, which strengthened their trust in our team and conviction in our vision, ultimately leading to increased engagement and securing the next round of investment.
StartupNation
JULY 31, 2025
ISO 27001 provided us with the framework, but real security came from enforcing the principle of least privilege, audit logging, and segmenting our infrastructure to minimize blast radius. As we scaled from a hardware-focused startup to a cloud platform for mission-critical tracking in logistics and manufacturing, we had to evolve rapidly.
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David Teten VC
DECEMBER 3, 2019
However, in private markets, there is more room to optimize across all 11 steps of the investing process: firm management , marketing, fundraising , origination , manage relationships, due diligence, negotiation, monitoring, portfolio acceleration , reporting, and. The 11 Steps of Investing in Private Companies. 1) Manage the firm .
David Teten VC
DECEMBER 4, 2019
However, in private markets, there is more room to optimize across all 11 steps of the investing process: firm management , marketing, fundraising , origination , manage relationships, due diligence, negotiation, monitoring, portfolio acceleration , reporting, and. The 11 Steps of Investing in Private Companies. 1) Manage the firm .
TechCrunch
NOVEMBER 23, 2021
Data collection isn’t the problem: It’s what companies are doing with it. Instead of raking in user data as a general practice, companies should aggregate information to optimize product development and create a superior customer experience, writes Maxim Kharchenko, director of fintech products at Rakuten Viber.
TechCrunch
MAY 17, 2022
The Singularity Platform is essentially a combo of three tools that Koop built: Koop API, Portal By Koop, and Insurability Sufficiency Framework (ISF). Koop provides autonomy insurance through data collection and proprietary analysis, wrapped up in the UX/UI provided by the portal.” ” Mar Hershenson — Pear VC.
Jason Malki
OCTOBER 7, 2024
Most organizations relied on traditional data management systems that either couldn’t handle the scale of the data or couldn’t provide the kind of real-time, actionable insights needed in high-stakes environments. I founded Data² to bridge that gap. Lastly, invest in building a strong team and culture.
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