Editorial team
Jan Hilgard
Tech Entrepreneur·Prague, Czechia
Tech entrepreneur and senior fullstack developer. Co-founder at Discury.io, Advanty.io (AI competitive intelligence), and Margly.io (e-commerce margin analytics for Shoptet). Previously exited Hosting90 in 2020. Focuses on AI infrastructure — local LLM inference (vLLM, MLX), fine-tuning, computer vision, NLP — and the architectural choices that let small teams ship AI products at scale.
Areas of focus
Articles by Jan Hilgard
- Problems · developer-toolsThe XML Attribute Round-Trip Problem: Why Browser Converters Break Data Integrity
Browser-based JSON/XML converters often fail to preserve attributes during round-trip processing. See the full breakdown of why streaming and nesting break data integrity.
- Digest · teardownWhy AI SaaS Founders Churn After 30 Days: Lessons from 6 Reddit Threads
Why do AI SaaS startups see 90% churn after 30 days? We analyzed 6 Reddit threads to uncover why novelty-driven tools fail to retain users.
- Problems · developer-toolsWhy Developers are Revolting Against Cloud-First API Clients
Developers are abandoning legacy API clients due to forced sign-ins and removed offline features. See the full breakdown of the shift to local-first tools.
- Digest · teardownSolo founder validation: why building before talking kills your startup
Solo founder startups often stall by building before validating. Here is how to use Reddit threads to find real pain points before writing code.
- Digest · teardownWhat SaaS founders on Reddit actually pay for community bot management in 2026
SaaS founders report high false-positive rates with automated bot filters. See what 8 Reddit threads reveal about community growth and moderation costs.
- Digest · teardownWhy Solo Founder Startups Stall: The Reality of Bootstrapping in 2026
Solo founder startups often stall by prioritizing code over customer acquisition. Here is why manual outreach beats high-spend marketing for growth.
- Digest · teardownHow SaaS Founders Are Actually Stopping Bot Spam and Fake Signups in 2026
SaaS founders face rising bot spam that bypasses standard CAPTCHA. Learn why custom rate-limiting and press-and-hold barriers outperform legacy tools.
- Digest · teardownWhy SaaS founders fear sharing ideas for feedback: what r/SaaS threads reveal
SaaS founders often hide ideas to prevent theft, but data shows the real risk is market irrelevance. Here is why feedback velocity beats stealth.
- Digest · teardownWhy VC support for failed fundraising is a myth for the founders in this sample
Founders often expect VCs to support them through failed fundraising, but data shows investors frequently disengage. Here is why you should pivot.
- Digest · teardownWhat SaaS founders actually get for exit multiples vs their expectations
Founders often target 5x-6x ARR for SaaS exits, but market data shows 2.5x-3x is common. Learn why operational stability matters more than growth.
- Digest · teardownHow to Avoid a $130,000 Tax Surprise: The Freelance Founder’s Playbook
A $130,000 tax bill often stems from poor cash management, not bad advice. Learn how to automate tax reserves and avoid common freelance pitfalls.
- Digest · teardownWhy small business tax bills surprise founders with large unexpected payments
Small business founders often face 25% effective tax rates due to poor entity structure. Learn how to manage tax liability and operational overhead.
- Digest · teardownWhy SaaS founder burnout is a structural product of the "passive income" myth
SaaS founders report 80-hour work weeks and mental health decline; here is how the passive income myth creates a structural burnout trap for builders.
- Digest · teardownHow SaaS founders manage bot threats and support automation in 2026
One founder lost $400K on AI support tools; here is how SaaS founders are balancing bot mitigation with effective customer support in 2026.
- Digest · teardownHow SaaS founders stop competitors from cloning their website design
SaaS founders facing design theft often panic, but the most effective response is a structured legal and technical escalation rather than confrontation.
- Digest · teardownWhy dev agency founders struggle beyond coding in 2026
Dev agency founders face a 2026 cash flow crisis as technical skills commoditize; here is what 7 Reddit threads reveal about scaling and payment terms.
- Digest · teardownWhat SaaS founders on Reddit actually pay for growth in 2026
$4,000 in annual PDF API costs and sub-1% reply rates on Reddit DMs are forcing founders to rethink their growth strategies. Here is what works now.
- Digest · teardownHow early-stage SaaS founders find product-market fit in 2026
Early-stage SaaS founders often struggle with automated marketing before finding real traction; here is what 6 r/SaaS threads reveal about manual growth.
- Digest · teardownWhy the 14-Year Agency Founder Reality Check is Hitting in 2026
14-year agency founders report cash flow gaps and AI disruption; here is how to pivot from self-employment to building a saleable business asset.
- Digest · teardownWhy non-technical SaaS founders fail to reach product-market fit
Non-technical founders often stall at $0 MRR by prioritizing features over problem validation; here is what 8 Reddit threads reveal about the root cause.
- Digest · teardownWhy SaaS founders are questioning the venture studio model in 2026
Venture studios often struggle with a reputation for high equity costs; here is what 8 Reddit threads reveal about the trade-offs for early-stage founders.
- Digest · teardownWhat SaaS founders on Reddit actually pay venture studios for in 2026
Venture studios often demand 60% equity for minimal capital; here is what 4 Reddit threads reveal about the risks of these early-stage partnerships.
- Digest · teardownWhat SaaS founders on Reddit actually pay for in AI-generated code quality
Founders report that AI-generated code often hides security gaps and architectural debt. Here is what r/SaaS threads reveal about production risks.