Build logs, guides, and field notes
What shipped, what broke, and what it really cost — from running production AI systems.
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- 142
- AI
- Models, agents, coding assistants, image, video, voice 124
- Build
- Ship with AI when you're not an engineer: vibe-coding, app/SaaS builders, automation, MCP, just-enough infra 90
- Design
- For designers, brand owners, creative directors 117
- Growth
- AI for marketing, SEO/GEO, content engines, and the operator-business work of turning audience into revenue 4
- Playbooks
- AI for your niche: the workflows that actually move, tool by tool, priced 22
- Explained
- What shipped, explained: every real release, decoded for the people who use it 0
- Lab
- The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
Vercel Flat Rate CDN Makes Traffic Bills Predictable
Vercel Pro can use fixed monthly CDN tiers. Learn what spike protection covers, when the next bill rises, and which workloads are excluded.Sep 9, 2026Explained
OmniSEO Review for Small Agencies
Evaluate OmniSEO for a small agency: prompt coverage, citation checks, client reporting, exports, and the plan limits that shape the purchase.Sep 9, 2026Growth
How to Use ChatGPT Sketch on Mobile
Turn a rough phone sketch into a usable image in ChatGPT, then revise, save, and share it with the current mobile controls.
Sep 9, 2026Design
Cut Vercel Build Costs With Basic Machines
Vercel Pro teams can choose Basic builds. Compare rates, build duration, and queue time before switching smaller apps.Sep 9, 2026Explained
How to Create a Punch List From Photos With AI
Turn photo evidence in an inspection report into a checked punch list, with room labels, trade assignments, and a review before handoff.Sep 9, 2026Growth
Best AI Tools for Submittal Spec Checking
Compare AI tools that check submittals against project specs, with source citations, revision handling, file support, and trial checks.Sep 9, 2026AI
VetGeni vs ScribbleVet
Compare VetGeni and ScribbleVet for clinic note workflows, PIMS transfer, team seats, costs, and the checks to make before switching.Sep 8, 2026AI
InspectMind AI Review
Evaluate InspectMind AI for drawing checks, cited findings, revision review, pricing visibility, and the limits a project team should test.Sep 8, 2026AI
Claude Managed Agents Bring Config Changes Into Review
Claude ant apply puts agent setup in versioned files. See what teams can review, how the lockfile works, and the CI status-code catch.Sep 8, 2026Explained
BuildSync vs SpecLens
Compare BuildSync and SpecLens by submittal checks, source citations, supported files, integrations, and the procurement work each fits.Sep 8, 2026AI444–467 / 499
9 Best AI Meeting Note Takers in 2026 (and the Per-Seat Trap)
I priced 9 AI meeting note takers on what a 10-seat team actually pays past the free-tier cliff, plus the consent-law trap that makes the bot a liability.May 19, 2026Growth
8 Best AI UGC Ad Tools in 2026 (Priced & Ranked)
I costed all 8 major AI UGC ad tools for 2026: real per-video price, the CPA data, and why the SERP's top-ranked picks are paid placements.May 19, 2026Growth
Frase Review 2026: GEO Score, 80-Skill Agent, Real Cost Math
Whether Frase's new 80-skill agent and GEO score earn back the $15–$115/mo seat in AI-search citations, tested, with the cases where it does not.May 19, 2026Growth
Ads in Google AI Mode: the Budget-Reallocation Math (2026)
Google's AI Mode ads run on your existing Shopping/PMax budget while 93% of sessions end click-free. The reallocation math and the trigger to act.May 19, 2026Growth
Kit (ConvertKit) Review 2026: The Real Economics
Kit's real cost per 1,000 subscribers across all tiers, the affiliate bias behind every other review, and 3 cases where Beehiiv or Substack wins instead.May 18, 2026Growth
10 Best AI Email Marketing Tools I'd Buy in 2026 (and the Ones to Avoid)
Pricing-first ranking of AI email marketing tools for 2026: Kit, beehiiv, Klaviyo, Brevo, ActiveCampaign, and the tools to avoid.May 18, 2026Growth
Higgsfield Supercomputer on a Real Brand Film — May 2026
A real billable brand-film brief run through Higgsfield's Supercomputer: what the agent handled, where it drifted, the credit ladder, when to pull back.May 18, 2026Design
16 Best AI SEO Tools in 2026 (Tested, Priced, and the Ones to Avoid)
Twenty-plus AI SEO tools priced by the outcome they move, the keyword count where each pays back, and the four that are not worth it.May 18, 2026Growth
Ahrefs Brand Radar vs Semrush AI Visibility (2026 cost math)
Ahrefs Brand Radar runs ~$828/mo all-in; Semrush bundled AI Visibility into Semrush One at $199. The cost-per-prompt math and who should buy neither.May 18, 2026Growth
Content-tool ROI after AI Overviews (2026)
AI Overviews take 38-58% of clicks a #1 ranking earns. I re-ran my $89/mo Surfer ROI on a real site: the break-even keyword count and when it stops paying back.May 18, 2026Growth
AI SDR vs Human SDR: $46 vs $312 per meeting, 60 days
AI SDR vs a human SDR seat on cost per booked meeting, and the attribution break that hits when both work the same accounts.May 17, 2026Growth
Cloudflare Dynamic Workflows: the per-lane migration trade
Migrating agent-triggered publisher routines to per-lane Cloudflare Dynamic Workflows: the trade, the V2 ceilings, and the idempotency invariant that survives.May 17, 2026Build
Manychat DM Flow: $18.40 per Booked Call in 30 Days
A comment-to-DM Manychat flow costed per booked call: the cross-channel setup, the Meta 24-hour-window break that forced a rebuild, and the fix.May 17, 2026Growth
Canva AI 2.0 Brand Intelligence: 60 assets, real credit math
Canva AI 2.0 Brand Intelligence tested on a real client kit vs a Figma plus Midjourney pipeline: where it drifts and the credit cost per on-brand asset.May 17, 2026Design
Canva AI 2.0 May 2026: what it costs your studio invoice
Canva AI 2.0's layered design model for a studio principal: the billable deliverables it concedes, the two it structurally can't, and the export wall.May 17, 2026Design
HubSpot Breeze outcome pricing: the CAC math (2026)
HubSpot now charges $0.50 per resolved Breeze conversation and $1 per qualified lead. The CAC break-even math and the vendor-defined-metric trap.May 17, 2026Growth
Canva AI 2.0 Brand Intelligence vs a billable brand refresh
I ran Canva AI 2.0's Brand Intelligence against the monthly brand-refresh I bill studios for. What held in the research preview, what I redid in Figma.May 17, 2026Design
Krea 2 Style Transfer: 40-Frame Campaign, Real Cost Ladder
Krea 2's style-transfer tested on a real 40-frame client campaign: the compute-cost ladder vs a Midjourney pipeline and where art direction still carried.May 17, 2026Design
LLM SEO Tracking: Why One Tool Can't See All Engines
Only ~11% of domains ChatGPT cites also appear in Perplexity, why one AI-visibility tracker misses most of it, and the cross-engine stack that fixes it.May 17, 2026Growth
Newsletter CAC: $6,400 Across Boosts, SparkLoop & Referral
A 90-day, $6,400 test of three paid newsletter channels: the cost-per-retained-subscriber math, the deliverability tax, and which channel is wrong.May 17, 2026Growth
Next.js May 2026: the CVE that hurts cache-fronted RSC
Operator triage of Next.js's 13 May-2026 security advisories on a Vercel plus edge-cache stack: which can actually reach you, and the safe upgrade path.May 17, 2026Build
Codex folded into the ChatGPT org: my roadmap-risk test
OpenAI folded Codex, ChatGPT and the API into one org under Brockman. Codex is now a super-app wedge, not a standalone tool. My roadmap-risk test.May 17, 2026AI
AI Content Engine: $1.40/article, 4 rules, no penalty
Running a daily AI content engine: the real per-article cost, the keyword spine, and the four rules that keep it clear of Google's Scaled Content Abuse.May 17, 2026Growth
Falcon-H1 Arabic vs Intercom Fin: AED 11,500/mo rebuild
Running a sovereign UAE Arabic model as a retailer's bilingual support layer vs Intercom Fin: cost, deflection, PDPL, and when the SaaS bot still wins.May 16, 2026GrowthNewsletter
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