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Encoded Ventures

Lincoln, MA · Invests in US; MENA; Europe · Website

Check size

$250K-$1M

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Pre-SeedSeedAI & Machine LearningDeveloper ToolsCybersecurityDeveloper Tools & InfrastructureSecurity & Cybersecurity

Thesis

Invests in technical founders building modern infrastructure software across three pillars: cloud infrastructure, data/AI infrastructure, and cybersecurity. Targets the earliest stages — inception, pre-seed, and seed — often pre-product with just the founding team in place.

Likely not a fit for

No SaaS for sales/marketing, no vertical-specific software (e.g. software for dentists), no consumer apps. Focus is strictly on infrastructure.

How they invest

Lead or follow
Leads or follows
Typical decision
~2 weeks
Warm intro
Not required
Involvement
Takes a board seat
Fund status
Actively deploying
Assets under mgmt
$18M
Decision process
Solo GP

Partners & team

1 contact on file

AB

Alex Benik

Founder & General Partner · Primary contact

Portfolio

DuckbillConsumer Apps Social

Duckbill is the executive assistant for your life. AI handles the busywork, and seasoned specialists hustle on your behalf in the way only humans can.

ConfigHubEnterprise Software

ConfigHub is a SaaS product that modernizes technology operations by rethinking how software configuration data is structured, authored, edited, and managed. It aims to unify the fragmented world of operating applications across disparate infrastructures by treating configuration like data.

Atero AIEnterprise Software

Atero’s Unified Memory architecture unlocks unmatched efficiency, performance, and scalability for AI workloads, ensuring GPU fleets operate at full potential.

BitdriftEnterprise Software

Bitdrift provides mobile observability solutions that allow developers to gain real-time visibility into mobile applications, enabling them to capture rich on-device logs and debug issues without the need for app redeployments.

DataflintEnterprise Software

DataFlint is a production-aware AI copilot for Apache Spark that helps teams optimize their Spark jobs by reading logs, pinpointing bottlenecks, and providing actionable insights for faster and more efficient data processing.

TenzaiSecurity Cyber

Tenzai is an AI-powered penetration testing platform that autonomously hacks, exploits, and remediates vulnerabilities across enterprise applications at the speed of AI. The platform aims to scale the expertise of elite hackers to enhance enterprise security.

XORQEnterprise Software

XORQ provides an expression layer for data agents, enabling them to create, verify, and reuse data expressions efficiently. It allows agents to search a catalog for existing computations, compose new expressions, and verify results through lineage tracking, all while maintaining a cache for efficiency.

Persona AIRobotics Automation

Persona AI is building the next generation of humanoid robots for industry, specifically designed for heavy industrial jobs such as welding and construction, aiming to enhance productivity and safety on job sites.

Jazz SecuritySecurity Cyber

Jazz Security offers an AI-native, context-aware Data Loss Prevention (DLP) solution that reduces false positives and enhances data security without disrupting business operations. It provides deep insights into data movement and user behavior, enabling organizations to protect sensitive information effectively.

DatumEnterprise Software

Datum is an open-source network cloud designed for AI-native builders, enabling them to control the foundations of the internet without requiring a network team. The platform aims to facilitate private and deterministic interactions for companies, apps, and agents.

IPXOEnterprise Software

IPXO is a global IPv4 leasing, monetization, and management platform that connects IP holders with businesses in need of leased IP addresses, addressing the global IPv4 shortage through innovative solutions.

NeurometricEnterprise Software

Neurometric AI specializes in providing AI workflows that utilize small, specialized models for targeted tasks, aiming to reduce costs and improve efficiency in AI operations.

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Research briefRead more
Encoded Ventures Research Investment Thesis Encoded Ventures is a solo-GP seed stage venture fund focused on modern infrastructure software, founded by Alex Benik in 2024 after 22 years at Battery Ventures. The fund's core belief is that modern infrastructure is undergoing radical transformation and the best technical founders need hands-on, thesis-driven support at the earliest stages — often pre-product and pre-revenue. Benik invests across the modern infrastructure stack, which he defines through three main pillars: Cloud Infrastructure, Data/AI Infrastructure, and Cybersecurity. Benik's tagline captures the fund's mission: 'Accelerating technical founders to enable what's next.' He explicitly focuses on infrastructure software (and occasionally hardware), avoiding SaaS for sales/marketing or vertical-specific software. He wants to work with founders when they have 'nothing or almost nothing' — helping them nail the product, win the first handful of customers, and build from there. Background & Credentials At Battery Ventures, Benik worked on notable investments including Habana Labs (acquired by Intel), Cumulus Networks (acquired by Nvidia), Nobl9, Opsgenie (acquired by Atlassian), and Guardicore (acquired by Akamai). This track record demonstrates deep expertise in infrastructure and security companies from inception through acquisition and IPO. He left Battery in summer 2023 and made his first Encoded investment in May 2024. Benik describes himself as 'notably more technical than business people and more business-minded than most technical people,' with knowledge spanning from hardware up to serving LLMs. He has worked across nearly every layer of the infrastructure stack — semiconductors, networking, compute, storage, configuration, observability, operations, data, AI, distributed systems, and security. Stage Focus Encoded targets the earliest stages of company formation: Inception / Pre-seed: Working with founders before they have a product Seed: Teams with initial product direction Benik describes his approach as 'low bar for the first meeting; high bar for the second.' He invests pre-product and often with just the team in place. Check Size Typical first investment is approximately $500K. As a Fund I of $18M, individual checks are modest but meaningful for very early-stage companies. Lead Tendency Encoded appears to participate in or co-lead pre-seed and seed rounds. Given the solo GP structure and fund size, Encoded is more likely to be an early participant or co-lead rather than sole lead of larger rounds. The ConfigHub pre-seed ($4M) was co-led by Crane Venture Partners and Pear VC with Encoded participating. Fund Status Fund I is $18M, announced formally in October 2025. The fund has been actively deploying since May 2024, with 10+ investments made. Given the pace (12+ companies in ~2 years) and the fund size, Encoded is actively deploying and likely approaching full deployment. Recent Activity March 2026: Jazz Security emerged from stealth with $61M in seed and Series A funding (Encoded was early investor) November 2025: Datum launch announced October 2025: Formal fund launch announced October 2025: IPXO investment announced, Alex Benik joining board August 2025: Atero AI acquired by Crusoe (successful exit) March 2025: ConfigHub investment announced ($4M pre-seed co-led by Crane and Pear VC) Portfolio Highlights The portfolio spans 12+ companies across the US, Israel, and Europe. Half of investments are Israel-based. Exits: Atero AI (acquired by Crusoe, August 2025) — GPU efficiency / LLM infrastructure Active Portfolio: Jazz Security (jazz.security) — AI-native DLP platform, emerged from stealth with $61M Duckbill (duckbillhq.com) — Financial planning and analysis for cloud costs ConfigHub (confighub.com) — Configuration management platform Datum (datum.net) — Networking infrastructure, unlocking super powers on the global Internet Bitdrift (bitdrift.io) — Mobile observability reimagined (angel investment) DataFlint (dataflint.io) — AI co-pilot built for Apache Spark IPXO (ipxo.com) — Leading marketplace for IPv4 address leasing Tenzai (tenzai.com) — Agentic pen testing for SDLC XORQ (xorq.dev) — Compute as Code, open compute catalog for AI and data pipelines Persona AI (persona-ai.ai) — Video agents that feel human Battery Ventures Track Record (for context): Habana Labs (acquired by Intel) Cumulus Networks (acquired by Nvidia) Guardicore (acquired by Akamai) Opsgenie (acquired by Atlassian) Team Encoded is a solo GP fund run entirely by Alex Benik. As he puts it, 'as Encoded's chief cook and bottle washer, you'll work directly with me.' He leverages a deep network of 100+ technologists, practitioners, and leaders — many of whom are LPs in the fund. Geographic Focus Geographically agnostic but with strong concentrations in: US (Boston area headquarters) Israel (4+ investments, 15+ years of relationships) Europe (selective) Decision Process Solo GP decision-making. Benik describes the process as: founders email him, they schedule time to talk, if it's in his wheelhouse he asks questions and gives honest feedback, involves folks from his founder network early, and moves at the founder's pace. Low bar for first meeting, high bar for second. Founder Preferences Benik strongly prefers technical founders building infrastructure. He likes 'systems thinkers' with unique insights into technical trends. He is not interested in SaaS metrics, sales quotas, or comp plans — he wants to work at the earliest stage. Andrew Feldman (CEO, Cerebras) and other prominent tech leaders provide testimonials about his technical depth and founder-friendliness.

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