Opinions, Not Press Releases
How to Roll Out AI Internally in 2026
Most internal AI rollouts stall as shelfware. The order we apply: educate the team, map the real process, settle cost and compliance, ship one workflow to production, then hand it over so your team owns it.
Fractional CTPO vs CTO and CPO
When one combined head owning product and engineering beats hiring a fractional CTO and CPO separately, the eight-engineer split point, and the single-point-of-failure trade-off.
The Vibe-Code Production-Readiness Checklist
A standalone, scannable checklist to run on any AI-generated app before real users touch it. Ten checks ordered by how often they bite, sorted into blocker, high, and cleanup.
What It Costs to Make a Vibe-Coded App Production-Ready
Effort bands by product type, where the time actually goes, and what an audit typically finds, framed as money and timelines. The hardening is the spend; the audit tells you its size first.
Fractional CPO vs Senior PM
What a fractional CPO, a senior PM, and hiring nobody yet each actually own. The PM-to-CPO progression and why most early-stage founders need none of them.
When to Hire a Fractional CPO
The honest framework. The post-PMF trigger, founder readiness to delegate the product call, when it backfires, and the freier Dienstvertrag contract shape.
How to Cut LLM Token Costs in 2026
Token prices collapsed, but agentic products still run up big bills. The playbook we apply in order, caching, batching, routing, the right model including the Chinese open-weight frontier, and context compression.
QA for AI-Generated Code
What breaks in code from Lovable, Cursor, Claude Code, and Replit before launch, and the production-readiness checklist we run to catch it.
From Lovable and Cursor Prototype to Production: The Migration Checklist
Getting to a demo is fast. Getting to production is a separate project. The checklist we run to harden an AI-IDE prototype, auth, data, secrets, hosting, and the keep-vs-rebuild call.
Vibe-Coded Software Audit: What Breaks Before Launch
You shipped software you never read. Here is the structured read we run on AI-generated code, the seven things we check first, and what blocks launch versus what can wait.
RAG Production-Readiness Checklist for EU Companies
A RAG demo is easy. A trustworthy, GDPR- and AI-Act-defensible, affordable RAG assistant is not. The retrieval, grounding, cost, compliance, and security checks we run before one ships.
Best Software Agencies in Austria for AI MVPs and Startups (2026)
There is no single best software agency in Austria. A founder's honest, fair guide to picking the right category for your stage, budget, and how AI-core your product is, plus ten questions to ask before you sign.
How Much Does an AI MVP Cost in Austria in 2026?
Honest EUR bands by tier, what drives the number up or down, the build/buy/fine-tune call, the ongoing costs people forget, and how the Austrian funding stack changes the real price.
When Not to Hire Wavect
An honest list of the six cases where Wavect is the wrong call, who to use instead, and the narrow set of work we actually do best.
Can a Software Studio Claim Austria's Forschungsprämie?
Austria's Forschungsprämie pays back 14% of qualifying R&D costs in cash, even at a loss. Which dev costs count, what gets rejected by the FFG, and how it compares to Germany's Forschungszulage.
When Is an LLM Eval Worth Building? Cost, ROI, and Trusting the Judge
An LLM eval is worth building when stakes, volume, and prompt-change frequency exceed the cost of the harness. The model bill is a few dollars per run; the real cost is a dataset and a judge you can trust.
Why Cross-Chain Bridges Keep Getting Drained
Ronin, Wormhole, and Nomad lost over $1.1B between them. The root cause is the trust model, not the code. Plus whether you even need a bridge.
How Austrian Startup Funding Actually Stacks
aws Preseed, FFG Basisprogramm, and the 14% Forschungsprämie stack legally, but the double-funding rule nets out overlapping euros. Caps, a worked example, and the order to apply.
React Native vs Flutter for a DACH Founder Who Has to Hire Locally
The variable every comparison skips is who you can actually hire in Innsbruck, Vienna, Munich, or Zurich. Why React Native usually wins the DACH hiring math.
LoRaWAN vs NB-IoT vs Sigfox: How to Budget an IoT Sensor Pilot
One decision drives 80% of your pilot cost, and it is not the radio. Private network you own versus carrier subscription you rent, with a worked TCO crossover.
Focus Is the New Bottleneck
LLMs moved the bottleneck from typing to focus. The orchestration ceiling, seven failure modes past N agents, and how we ration agent count.
Smart Contract Security Checklist (30 Items)
The 30-item internal checklist we run on Solidity code before sending it to an external auditor. Compiler, access control, reentrancy, gas surfaces.
Fractional CTO Day Rates in Austria
Honest day rate bands for a fractional CTO in Innsbruck, Vienna, Linz. What EUR/day actually buys at Pre-seed, Seed, Series A, and scale-up.
EU AI Act Cost for a 5-Person Startup
Line-item EUR 30 to 80k breakdown. Legal review, risk classification, technical documentation, conformity assessment, data governance, post-market monitoring.
Werkvertrag vs T&M for Austrian SaaS
Who owns scope risk, how acceptance works under ABGB, how bookkeeping treats each, and when to pick which contract model for an Austrian build.
Products We Shipped. How Many Failed
Aggregate outcome distribution across Wavect-shipped products. How many scaled, how many sunset, how many landed in the boring middle.
21 Web3 Mandates. Gas Cost Hindsight
Where gas costs actually accrued across 21 builds, and what we would chain-pick today. Ethereum, Arbitrum, Optimism, Polygon, Base, Solana compared.
Scope-Creep Rates. Our Numbers
Actual scope-change frequency across fixed-price and time-and-material engagements. Why a signed Werkvertrag SoW is the contract feature, not the price.
When a Fractional CTO Beats Hiring
Loaded year-one cost of an in-house senior CTO in Austria versus a fractional retainer. When each wins, when each is wrong.
MiCA + FMA Reality Austria 2026
Engineering perspective on the Austrian crypto rulebook. CASP categories, capital floors, FMA touch-points, and the questions founders keep asking.
GDPR + EU AI Act for DACH SaaS
The compliance stack for a 5-person team. Decision tree on Annex III risk, plus the matrix of who owns which control.
Why 40% of AI Agent Projects Die
Eight patterns we keep seeing across AI agent engagements. What they look like, how they kill the project, and the cheap fix when caught early.
RAG vs Fine-Tuning vs Long-Context 2026
The decision tree has changed. Where the new crossovers sit and a cost model in EUR for a 100MB corpus at 10k queries per month.
LLM API Costs 2026. Architecture Shift
Tokens are cheap now. Architecture tracks the price curve. Seven moves to make in 2026 now that context windows are huge and routing is the lever.
Ethereum to Solana Migration Cost
Honest teardown of an Ethereum to Solana migration. Account model, EVM to SVM tooling gap, indexer rebuild, wallet UX, token standards, redeploy cost.
Zero-Knowledge Outside Crypto
Six non-crypto ZK use cases. Privacy-preserving KYC, age verification, supply chain provenance, private credentials, confidential ML inference.
Account Abstraction in Production
Six things ERC-4337 fixes versus six things it does not. Plus EIP-7702, bundler centralization risk, and paymaster economics.
Road to Product Market Fit
Everyone talks about PMF. Almost nobody achieves it. The fastest way to guarantee you never will? Focus on the wrong things from day one.
Escaping The Feature Trap
Most products die from too many features, not too few. Here's how to stop building everything and start shipping the one thing that actually matters.
Software - a Breathing Organism
Software is never finished, yet most companies budget it like it is. Here's how to stop burning money and start building something users rave about.
Why Test-Driven-Development pays off
Testing has created the illusion that it is costly, slows down your development speed and blocks your engineering department. When in reality, it saves you BIG money.
Why People think Agencies suck
Faulty software, blown deadlines, surprise invoices. The horror stories are real, but the real problem with agencies might not be what you think.
Pricing Software Projects the Right Way
Everyone hates hourly pricing, so they ask for fixed prices instead. Here's the problem, fixed pricing on software projects is just as broken.
