Lessons from shipping AI products. Practical, opinionated, and based on real projects.
An honest comparison of Vanta, Drata, and 100xAI's hands-on SOC2 service. What each actually does, what it doesn't, and which approach fits your startup's stage, timeline, and internal capacity.
Read articleA 12-person FinTech startup closed a $5M Series A then immediately hit a wall: their biggest enterprise prospect required SOC2 Type II before signing. Here's how we helped them get audit-ready in 21 days — and close a $200K deal.
Read more →A 20-person B2B SaaS company handling PHI needed both HIPAA and SOC2 Type II to unlock hospital contracts. We built a unified compliance program that passed audit without duplicating work — and opened a market segment that had been closed to them.
Read more →Scope 3 emissions account for 70-90% of a company's carbon footprint but most startups don't track them. Here's what they are, why they matter for Series B+ companies, and how to build a data collection strategy.
Read more →The 5 AI agent architecture patterns that actually ship to production: ReAct, Plan-and-Execute, multi-agent, RAG agents, and event-driven pipelines.
Read more →Real numbers behind AI development costs: team, infrastructure, APIs, and maintenance. What to budget at each stage from MVP to production in 2026.
Read more →The most common AI MVP mistakes founders make: bad scope, wrong stack, missing validation. Here's what founders get wrong — and how to fix it.
Read more →AI sprint vs traditional development: how a 3-week sprint compares on speed, cost, and outcomes. What founders and product teams need to know.
Read more →You don't need ML engineers or a data science team to ship an AI product. Here's the modern stack and process for building LLM-powered products fast.
Read more →The complete 2026 guide to AI development terms, tool comparisons, and engineering concepts. Updated weekly with new definitions and comparisons.
Read more →Hiring AI developers in 2026 requires evaluating LLM expertise, agent architecture skills, and production experience — not just ML theory. Here's the playbook.
Read more →Poorly scoped AI projects burn runway fast. This founder's guide walks you through defining scope, setting success metrics, and shipping your first AI feature.
Read more →A week-by-week breakdown of the 100x Engineering MVP development sprint — what is included, what you ship, and why the fixed price model works.
Read more →Moving from AI MVP to production scale requires re-architecting for reliability, cost, and observability. Here's the exact playbook we use with clients.
Read more →Multi-agent orchestration: what breaks when you run 11 simultaneous AI agents, and practical patterns for keeping coordination from becoming chaos.
Read more →The definitive AI tech stack for startups in 2026: the right LLM, vector DB, orchestration, infra, and agent tools to ship fast and scale without regret.
Read more →A practical week-by-week roadmap for building your startup's security program from scratch. Quick wins, SOC 2 foundations, and the minimum you need to close enterprise deals.
Read more →A practical guide to technical due diligence for AI startups: what investors and acquirers check, what red flags to fix, and how to prepare your codebase.
Read more →Claws AI agents: Karpathy's term for orchestrated AI systems on personal hardware. The LLM-to-Agent-to-Claws arc and why builders should care.
Read more →Fixed price vs hourly MVP: why fixed-price contracts protect founders, align incentives, and ship faster than open-ended hourly billing.
Read more →Most AI startup failures aren't about bad ideas or hallucinating models. They're boring execution patterns that repeat. Here are the 6 most common ones.
Read more →The CSRD Omnibus 2026 package cut EU reporters from 50,000 to 5,000. Exactly what changed, who is still in scope, and what to do now.
Read more →How to evaluate AI agency vendors: 8 questions separating genuine AI builders from consultancies repackaging ChatGPT wrappers in 2026.
Read more →SOC2 and ESG compliance share more infrastructure than you think — audit trails, evidence collection, control frameworks, and vendor management. Here's how to run both without doubling your compliance burden.
Read more →A pre-launch AI startup needed to pass an investor-required security review before receiving their next funding tranche. With a live data pipeline, ML model infrastructure, and a public API in staging, we ran a security assessment and built a defensible posture in three weeks.
Read more →Inside 100x Engineering's automated VAPT pipeline: evidence collection, continuous monitoring, policy enforcement, and audit-ready reporting.
Read more →A 12-person FinTech startup had no security program and a $200K enterprise contract on hold. In three weeks, we built the controls, policies, and evidence pipeline that got them audit-ready — and closed the deal.
Read more →Deep dive into VAPT methodology for startups: OWASP Top 10 vulnerabilities explained, NIST Cybersecurity Framework mapping, tools, and how to run a penetration test that actually improves security.
Read more →AI is replacing manual ESG data collection with automated pipelines. OCR for utility bills, anomaly detection for emission data, automated materiality assessments, and predictive analytics are reshaping how companies report sustainability metrics.
Read more →Everything you need to know about SOC 2 Type I and Type II: what they mean, timelines, costs, evidence requirements, transition paths, and common mistakes startups make.
Read more →Everything you need to know about automating ESG reporting — from data collection and carbon calculations to CSRD compliance, audit trails, and choosing the right approach. 2026 edition.
Read more →A comprehensive security checklist tailored for Series A startups. Ensure your processes, policies, and infrastructure are robust as you scale toward later funding rounds.
Read more →Vibe coding to production: why AI prototypes need real engineering. What the gap looks like and how to bridge it without scrapping your prototype.
Read more →The vendor security questionnaire kills more enterprise deals than bad pricing. Here's why SOC2 compliance before your Series A is a revenue unlock, not a compliance tax.
Read more →A 25-item CSRD compliance checklist for 2026: scope confirmation, ESRS disclosure requirements, data collection, assurance, and stakeholder communication.
Read more →Hiring an AI developer vs. using an AI agency for startups: a direct cost, speed, and risk comparison from people who've done both sides of the table.
Read more →A practical architecture guide for engineering teams building ESG data infrastructure. Covers ingestion, normalization, emission factor calculation, audit trails, and the tradeoffs between build vs buy.
Read more →A 20-person B2B SaaS company handling PHI needed both HIPAA and SOC2 compliance to land hospital contracts. Here's how we built a unified compliance program that passed audit without blowing their budget.
Read more →A step-by-step guide on preparing for your first SOC2 audit. Gain actionable insights on what auditors look for and how to ensure compliance with efficiency.
Read more →A detailed breakdown of what SOC2 actually costs — auditor fees, tooling, internal time, and hidden expenses. Honest comparison of DIY, compliance consultants, and hands-on implementation services.
Read more →Founders often confuse ESG, CSR, and sustainability reporting. This guide decodes the terminology, maps the major frameworks (GRI, SASB, TCFD, ESRS), and explains what investors actually want to see at each funding stage.
Read more →A transparent breakdown of what SOC2 compliance actually costs in 2026 — auditor fees, platform costs, engineering time, and the hidden costs most guides don't mention. Includes DIY vs compliance platform vs managed service comparison.
Read more →A 4-person AI/ML startup needed to demonstrate security posture before attracting investors. With a new platform handling sensitive data, we built the security foundation and ensured SOC2 compliance in just 3 weeks.
Read more →A technical guide to CSRD compliance for technology companies in 2026 - who is in scope after the Omnibus revision, ESRS reporting requirements, penalties, and a practical preparation roadmap.
Read more →The sprint methodology 100x Engineering uses to ship production-ready AI MVPs in 21 days — what we build, what we skip, and why the constraint works.
Read more →A practical decision framework for early-stage startups choosing between SOC2 and ISO 27001. Covers what each certification actually proves, who requires it, cost, timeline, and how to decide without wasting six months on the wrong one.
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