devcorporate

Developers predicted AI would make them 24% faster. After the work, they estimated 20% faster. Measured: 19% slower. A 39-point perception gap, running backwards. (METR, 246 real tasks, experienced devs, familiar repos.) Now price that into your model. developmentcorporate.com/saa…

Your vendor's model provider runs classifiers at every sampled token, with a 30-minute rule: can't rule out a breach in half an hour, the workload pauses. That's a change-control board you have no seat on. It's in no SOC 2 report you'll ever read.

Everyone's worried shadow AI leaks data OUT. The bigger problem runs the other direction: it creates a body of evidence about your reasoning that sits in a vendor's infrastructure, outside your legal hold, retrievable by anyone who can argue relevance. developmentcorporate.com/saa…

70.6% of AI referral traffic arrives with no referrer header at all. Invisible to GA4. Misfiled as direct. Every "ChatGPT has X% market share" stat you've seen measures the visible minority. We're debating three sessions in ten and calling it a market. developmentcorporate.com/sta… #AISearch

Software buyout value: $290B in 2025 (11-yr high) → $50B annualized pace in 2026. Rates fell the whole time. This isn't a rate story — it's an AI terminal-value story. Breakdown: developmentcorporate.com/cor… #SaaSMA

"Describe your AI screening governance" is now a checkable LP diligence question. Tooling names = adoption. Calibration data + override rates + anomaly routing = a system. Only one of those survives the next vintage. developmentcorporate.com/cor…

OpenAI's valuation step-ups: 1.8× → 1.9× → 1.7× → and the implied jump to the $1T IPO target is barely 1.2×. When a borrower can only refinance, never repay, the markup IS the cash flow. Compression in the step-up series is the tell: developmentcorporate.com/saa…

Seat-based SaaS: 95% median NRR — below breakeven. Usage-based SaaS: 108%. That gap existed BEFORE Gartner's $234B agentic arbitrage forecast. Agents don't create this problem. They accelerate it. developmentcorporate.com/saa…

Grafana took 10 years to turn a fork into $6B. Cursor took 4 to turn one into $60B. The code was free both times. The difference was distribution — and AI answer engines just made distribution contestable from a standing start. developmentcorporate.com/sta…

83% of buyers say they're paying AI premiums. Only 16% of SaaS companies have actually monetized AI as its own line. That's not a market — that's a mispricing waiting to be found in diligence. developmentcorporate.com/saa… #SaaSMA

A $9M ARR SaaS company's win rate slid from 27% to 19%. VP of Sales: "competitors got aggressive on price, we need more discount authority." Buyer interviews: the real reason was a 5-day vs. 3-week POC turnaround. Wrong diagnosis = wrong fix. developmentcorporate.com/saa… #SeriesB #SaaS

Enterprise marketing sands every sharp edge off its content until it summarizes into mush. A founder making one specific, slightly uncomfortable claim produces a sentence a model can lift and attribute. Extractability is a ranking factor. Conviction is extractable. developmentcorporate.com/sta…

The index says 7x. E2open cleared at 3.4x. A scaled, profitable, network-rich, Gartner-leading platform sold for roughly half what the benchmark implies — to the only bidder who showed up with a real check. The roll-up exit didn't happen. It's no longer available. developmentcorporate.com/cor… #SaaSMA

PE's dirty secret, by their own numbers: 58% now deploy value creation in the first 100 days. AI tooling use jumped 41% → 63%. And 65% of their value-creation plans STILL miss. The operational alpha underwriting your exit multiple? Mostly not landing. developmentcorporate.com/saa… #SaaS

84.5% M&A probability. Sub-1% IPO probability. That's the model's reading on a whole cluster of agentic commerce startups — Keycard, Chroma, AMESA, AthenaHQ. The market calls them companies. The data calls them features waiting to be absorbed. developmentcorporate.com/saa…  

97% of researchers use AI daily. 8% trust AI-generated research participants. The same people. The most AI-saturated profession in the enterprise just rejected synthetic users — and the academic literature agrees with them. Who's still selling the opposite? The vendors. developmentcorporate.com/pro… #AI #UXResearch

If AI were really deflating the cost of building software, R&D spend would be falling uniformly across SaaS. It isn't. 6 revenue cohorts. No uniform R&D reduction. The gains are getting eaten by tooling + token costs. The AI efficiency story isn't in the financials yet. developmentcorporate.com/cor… #SaaS #AI

The FT GDP chart that PE investors are sharing this week: ↗ AI app submissions: up ↘ Downloads: flat ↗ AI book listings: up ↘ Sales: flat Volume ≠ value. For SaaS valuations, the "slop premium" is about to compress. Here's the due diligence framework → developmentcorporate.com/cor… #AIProductivity

The SaaS due diligence checklist was built for a world where your competitor's dev team was human. Recursive self-improvement changes that assumption. $650M just went into AI that improves itself. Most M&A frameworks aren't priced for it. developmentcorporate.com/saa… #SaaS #AI

Hot take: Palantir isn't killing SaaS.It's killing the SaaS that competes on template breadth, seat-based pricing, and shared roadmaps.If your switching costs are technical (migration, retraining) — they're finite.If they're epistemic (decision logic, operational knowledge) — they're structural.Know the difference before you price your exit.developmentcorporate.com/sta…