Build logs, guides, and field notes
What shipped, what broke, and what it really cost — from running production AI systems.
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
Best Proxy Service in 2026: Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut Compared
Compare Bright Data, Oxylabs, Decodo, Webshare, ThorData, IPRoyal and NetNut by scraping job, entry offer, trial terms and access rules.Nov 10, 2026Build
Abacus AI Review
Can ChatLLM and DeepAgent replace separate AI subscriptions? Compare workflows, usage limits, model routing and team controls before switching.Nov 10, 2026AI
Zoom Alternatives in 2026: Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm
Compare Google Meet, Microsoft Teams, Webex, GoTo Meeting, Whereby, Jitsi Meet and Livestorm by meeting limits, AI notes and fit.
Nov 9, 2026Business
Profound AI
Profound AI reviewed for marketing leads: enterprise fit, visibility tracking, agents, trial limits, alternatives, and what to ask before signing.Nov 9, 2026Business
Dropbox Alternatives 2026: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte
Compare Dropbox alternatives for business: Tresorit, OneDrive, Google Drive, Sync.com, Box, pCloud and Egnyte, with sharing controls and clear limits.Nov 9, 2026Business
CodeRabbit Pricing: Seat Costs, Limits and Add-Ons
CodeRabbit seat costs for 5, 20, and 50 developers, with monthly and annual totals, Free and OSS terms, review limits, and usage add-ons.Nov 9, 2026Build
ClickUp vs monday.com: Which Fits Your Team?
Compare ClickUp and monday.com by team workflow, automation limits, AI features and the effort of switching. Choose the tool your team will maintain.Nov 9, 2026Business
WebCatalog Review
WebCatalog reviewed for client work: separate accounts, Desktop vs New Tab and Singlebox, Linux support, and when browser profiles are enough.Nov 9, 2026Business
Mercor Competitors in 2026: Scale AI, Surge AI, Turing, micro1, Handshake AI and Toptal
Compare six Mercor competitors for expert data, model evaluations and contract talent. Choose managed delivery or specialists you direct.Nov 9, 2026AI
NVIDIA OpenShell
Run agents inside NVIDIA OpenShell: current OS support, first-agent setup, file and network policies, and the limits to check before production.Nov 8, 2026BuildThe lanes.Pick the one you came for.
323 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.354 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.129 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.252 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.9 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced52 piecesExplained
What shipped, explained: every real release, decoded for the people who use it0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run1068–1091 / 1119
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
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, 2026Business
Notion Custom Agents: $340/month shock — cap or rebuild?
The real burn math after Notion metered Custom Agents at $10 per 1,000 credits: a client OS's three-way decision and the accounting recaps skip.May 16, 2026Business
Figma Make Custom Skills: 3-Skill Pack for Design Systems
Packaging a design system as a reusable Figma Make skill: the skill files, the Notion-connector wiring for live tokens, and the two real limits.May 16, 2026Design
AI Bandit vs A/B Testing: 30-Day CVR Data & the Trade
Replacing A/B testing with AI bandits over 30 days: tool costs, the rollout, and the statistical-significance problem the CRO listicles skip.May 16, 2026Business
Production AI-agent guardrails: blast-radius architecture
The production blast-radius architecture for AI agents: one cost chokepoint, a no-shell tool allowlist, idempotent steps, and pre-execution denial.May 16, 2026BuildPrefer this site in Google
Add as a preferred sourceon GoogleMark omidsaffari.com as preferred and Google lifts it in Top Stories, AI Overviews and AI Mode for you.
Newsletter
One letter, every Sunday.Working systems, not hot takes.
Weekly. No spam. Unsubscribe anytime.