Every revolutionary tool follows the same arc:
We're at stage 3 with AI coding.
developmentcorporate.com/product-mana...
Every revolutionary tool follows the same arc:
We're at stage 3 with AI coding.
developmentcorporate.com/product-mana...
83% require human validation.
69% won't trust it for PMF decisions.
12% say AI will NEVER match humans for qualitative.
The trust gap is real.
Full study: developmentcorporate.com/synthetic-da...
83% require human validation.
69% won't trust it for PMF decisions.
12% say AI will NEVER match humans for qualitative.
The trust gap is real.
Full study: developmentcorporate.com/synthetic-da...
Without a "truth layer," agents literally invent data
AI sales isn't set-and-forget. It's set-and-supervise.
developmentcorporate.com/startups/wha...
Without a "truth layer," agents literally invent data
AI sales isn't set-and-forget. It's set-and-supervise.
developmentcorporate.com/startups/wha...
That's not validation. That's sycophancy.
LLMs want to agree with you. Pitch hard enough, they'll validate anything.
The fix isn't more AI. It's verification protocols.
Full framework: developmentcorporate.com/synthetic-da...
That's not validation. That's sycophancy.
LLMs want to agree with you. Pitch hard enough, they'll validate anything.
The fix isn't more AI. It's verification protocols.
Full framework: developmentcorporate.com/synthetic-da...
Then 4 out of 5 real VPs said the same thing: "I can swipe $500 for usage. I can't justify $24k/year for a test."
They pivoted pricing before writing billing code.
developmentcorporate.com/synthetic-da...
Then 4 out of 5 real VPs said the same thing: "I can swipe $500 for usage. I can't justify $24k/year for a test."
They pivoted pricing before writing billing code.
developmentcorporate.com/synthetic-da...
Landing Page Roast → Find conversion killers
RICE Simulator → Prioritize roadmap by persona conflict
Sales Dojo → Handle objections before burning leads
Interrogation playbook: developmentcorporate.com/synthetic-da...
#SaaS #ProductStrategy
Landing Page Roast → Find conversion killers
RICE Simulator → Prioritize roadmap by persona conflict
Sales Dojo → Handle objections before burning leads
Interrogation playbook: developmentcorporate.com/synthetic-da...
#SaaS #ProductStrategy
The data:
42% abandon AI projects before production
Only 6% qualify as "AI high performers"
Win rates down 18% despite AI adoption
The system matters more than the tool.
developmentcorporate.com/saas/the-ai-...
The data:
42% abandon AI projects before production
Only 6% qualify as "AI high performers"
Win rates down 18% despite AI adoption
The system matters more than the tool.
developmentcorporate.com/saas/the-ai-...
→ Generic hallucination
→ "Your tool looks promising!"
→ Zero insight
This is the Internet Consensus Trap.
LLMs give you "average" answers for "average" buyers.
You don't sell to averages.
The fix: developmentcorporate.com/saas/beyond-...
→ Generic hallucination
→ "Your tool looks promising!"
→ Zero insight
This is the Internet Consensus Trap.
LLMs give you "average" answers for "average" buyers.
You don't sell to averages.
The fix: developmentcorporate.com/saas/beyond-...
"Politeness Bias" kills more startups than bad products.
Synthetic users have no social anxiety. They'll tell you why they'd secretly refuse to buy—even if they told you they liked it.
Here's the methodology:
developmentcorporate.com/synthetic-da...
"Politeness Bias" kills more startups than bad products.
Synthetic users have no social anxiety. They'll tell you why they'd secretly refuse to buy—even if they told you they liked it.
Here's the methodology:
developmentcorporate.com/synthetic-da...
What Users want (Dark Mode) is completely different from what Buyers want (Audit Logs).
Most founders optimize for the wrong persona.
Here's how to build both—and stress-test your roadmap: developmentcorporate.com/synthetic-da...
What Users want (Dark Mode) is completely different from what Buyers want (Audit Logs).
Most founders optimize for the wrong persona.
Here's how to build both—and stress-test your roadmap: developmentcorporate.com/synthetic-da...
Strip out AI and the market contracted 5.7% last year. Climate tech fell from #7 to #11 in deal rankings. Only 19 IPOs happened—a record low.
developmentcorporate.com/saas/europea...
Strip out AI and the market contracted 5.7% last year. Climate tech fell from #7 to #11 in deal rankings. Only 19 IPOs happened—a record low.
developmentcorporate.com/saas/europea...
The margin reality: 0-30% gross margins vs 80%+ for traditional SaaS.
Every inference burns compute. Every customer costs money.
The era of "add AI to everything" is ending.
developmentcorporate.com/saas/enterpr...
The margin reality: 0-30% gross margins vs 80%+ for traditional SaaS.
Every inference burns compute. Every customer costs money.
The era of "add AI to everything" is ending.
developmentcorporate.com/saas/enterpr...
But most synthetic research platforms won't implement them.
Why? Because acknowledging the problem undermines their value prop.
The 5-step fix for founders who want truth developmentcorporate.com/startups/ai-...
But most synthetic research platforms won't implement them.
Why? Because acknowledging the problem undermines their value prop.
The 5-step fix for founders who want truth developmentcorporate.com/startups/ai-...
Sounds great until you realize qualitative research exists to find the 10% you DON'T know.
AI confirms. Humans discover.
The order matters.
developmentcorporate.com/startups/syn...
Sounds great until you realize qualitative research exists to find the 10% you DON'T know.
AI confirms. Humans discover.
The order matters.
developmentcorporate.com/startups/syn...
The research says otherwise:
Lower variability than real humans
"Struggle with nuance" (ArXiv 2025)
"One-dimensional" (Nielsen Norman)
90% accuracy ≠ discovery. It's confirmation bias at scale.
developmentcorporate.com/startups/syn...
The research says otherwise:
Lower variability than real humans
"Struggle with nuance" (ArXiv 2025)
"One-dimensional" (Nielsen Norman)
90% accuracy ≠ discovery. It's confirmation bias at scale.
developmentcorporate.com/startups/syn...
Raising 33% larger rounds.
At 1.9% higher valuations.
That's 22% more dilution for the same market validation.
The early-stage squeeze is real—and the data shows how to navigate it.
developmentcorporate.com/startups/eur...
Raising 33% larger rounds.
At 1.9% higher valuations.
That's 22% more dilution for the same market validation.
The early-stage squeeze is real—and the data shows how to navigate it.
developmentcorporate.com/startups/eur...
French founders: €5.0M median, +12.6% YoY
British founders: €4.7M median, -1.1% YoY
Meanwhile European VC fundraising hit a decade low.
Full data breakdown: developmentcorporate.com/startups/eur...
French founders: €5.0M median, +12.6% YoY
British founders: €4.7M median, -1.1% YoY
Meanwhile European VC fundraising hit a decade low.
Full data breakdown: developmentcorporate.com/startups/eur...
Finding: Traditional metrics (GDP, unemployment) explain <5% of AI exposure.
The biggest risk isn't coders. It's HR, logistics, and finance.
$1.2T hidden beneath the surface: developmentcorporate.com/saas/ai-iceb...
Finding: Traditional metrics (GDP, unemployment) explain <5% of AI exposure.
The biggest risk isn't coders. It's HR, logistics, and finance.
$1.2T hidden beneath the surface: developmentcorporate.com/saas/ai-iceb...
Reality: $14.9B was Klarna alone.
Remove the outlier? AI averaged $62.5M/exit.
Non-AI peers outperformed them.
The premium exists at seed (+43.9%). It evaporates at exit.
developmentcorporate.com/startups/the...
Reality: $14.9B was Klarna alone.
Remove the outlier? AI averaged $62.5M/exit.
Non-AI peers outperformed them.
The premium exists at seed (+43.9%). It evaporates at exit.
developmentcorporate.com/startups/the...
Developers using AI assistance completed tasks MORE SLOWLY than those without it.
The productivity paradox is real.
developmentcorporate.com/saas/ai-codi...
#AIReality
Developers using AI assistance completed tasks MORE SLOWLY than those without it.
The productivity paradox is real.
developmentcorporate.com/saas/ai-codi...
#AIReality
That's why 40% of "AI startups" have no actual AI.
The SEC noticed.
Here's what the crackdown means for founders 🧵
developmentcorporate.com/saas/beyond-...
That's why 40% of "AI startups" have no actual AI.
The SEC noticed.
Here's what the crackdown means for founders 🧵
developmentcorporate.com/saas/beyond-...
Bootstrapped SaaS founders still paying for focus groups are burning money.
"Algorithmic Fidelity" changes market research economics entirely.
→ developmentcorporate.com/startups/ai-...
#B2BSaaS #AI
Bootstrapped SaaS founders still paying for focus groups are burning money.
"Algorithmic Fidelity" changes market research economics entirely.
→ developmentcorporate.com/startups/ai-...
#B2BSaaS #AI
Actual work? Done by workers in the Philippines.
40% of AI startups use no AI at all. 46 class actions since 2020. SEC making it a 2025 priority.
5 truths that challenge everything: developmentcorporate.com/saas/beyond-...
Actual work? Done by workers in the Philippines.
40% of AI startups use no AI at all. 46 class actions since 2020. SEC making it a 2025 priority.
5 truths that challenge everything: developmentcorporate.com/saas/beyond-...
Yet 54% of researchers use synthetic responses for qualitative work.
The answer isn't all-or-nothing.
developmentcorporate.com/startups/syn...
Yet 54% of researchers use synthetic responses for qualitative work.
The answer isn't all-or-nothing.
developmentcorporate.com/startups/syn...
Delaware and South Dakota have higher AI workforce exposure than California.
Their economies run on document processing and financial admin—exactly what LLMs do best.
The $1.2T risk isn't where you think it is.
developmentcorporate.com/saas/ai-iceb...
Delaware and South Dakota have higher AI workforce exposure than California.
Their economies run on document processing and financial admin—exactly what LLMs do best.
The $1.2T risk isn't where you think it is.
developmentcorporate.com/saas/ai-iceb...