Build logs, guides, and field notes
What shipped, what broke, and what it really cost — from running production AI systems.
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Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
Otter AI Alternatives: Granola, Krisp, MeetGeek, Circleback and Claap
Choose Granola, Krisp, MeetGeek, Circleback or Claap by the job. Compare live prices, free limits, bot-free capture and CRM handoffs.Oct 8, 2026AI
Pipedrive Pricing: Plans, Add-ons and Team Costs
Current Pipedrive seat and add-on prices, annual vs monthly budgets for 3 and 10 users, AI features, and when Premium costs less.Oct 8, 2026Growth
Lemlist Pricing: Seats, Credits and Sending Costs
Lemlist pricing by month, quarter and year, including credits, mailboxes and add-ons. See founder, sales team and agency bills plus alternatives.
Oct 8, 2026Growth
Tidio Alternatives
Compare seven Tidio alternatives by support job, current pricing and billing unit. See who should switch, what migration costs and when Tidio wins.Oct 7, 2026Growth
LangGraph vs CrewAI
Compare LangGraph and CrewAI on the same approval workflow, state, memory, MCP, observability and current hosted-platform prices.Oct 7, 2026Build
Vista Social Pricing: What Your Profiles and Team Cost
Vista Social starts at $99/month. Compare annual prices, profile and user limits, AI features, add-ons, three bills and cheaper options.Oct 7, 2026Growth
How to Build MCP Server
Build an order lookup MCP server with Python, test it in Inspector, connect Claude Code and Cursor, then add HTTP auth and hosting.Oct 7, 2026Build
Unbounce Pricing 2026: Plans, Visitor Limits and Testing
Unbounce starts at $29/month. Compare all six plans, annual rates, visitor and domain limits, A/B testing, Smart Traffic and the cheapest fit.Oct 7, 2026Growth
How Much Does an AI Agent Cost? Three Monthly Bills, Explained
Compare packaged agents, no-code builders and model APIs, with current maker prices and three worked budgets for 1,000 support emails a month.Oct 7, 2026Explained
Mistral Large 4: Pricing, Open Weights, and When to Use It
Mistral Large 4: verified API prices, the launch offer, claimed benchmarks, and when to test the preview or wait for self-hosting.Oct 7, 2026AIThe lanes.Pick the one you came for.
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AI
Models, agents, coding assistants, image, video, voice204 piecesBuild
Ship with AI when you're not an engineer: vibe-coding, app/SaaS builders, automation, MCP, just-enough infra106 piecesDesign
For designers, brand owners, creative directors168 piecesGrowth
AI for marketing, SEO/GEO, content engines, and the operator-business work of turning audience into revenue8 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 run540–563 / 712
OpenAI Presence Is a Managed Agent Deployment, Not a Self-Serve Tool
OpenAI Presence bundles policies, simulations, approved actions, human escalation, and a Codex improvement loop. Who should buy it, and who should build?Jul 22, 2026AI
GPT-5.6 vs Claude Sonnet 5: Sonnet Wins on Value, Sol Wins the Ceiling
GPT-5.6 vs Claude Sonnet 5 on price, coding, agent benchmarks, long context, and the routing rule that decides which model fits.Jul 22, 2026AI
Grok 4.5 Review: The $2/$6 Agent Model Wins on Cost, Not Raw Coding
Grok 4.5 costs $2/$6 per million tokens. See current benchmarks, the 200K pricing cliff, Cursor math, and exactly who should adopt it.Jul 22, 2026AI
Google Pics Rolls Out August 18: Why It Won't Replace Canva Yet
Google Pics arrives for eligible Workspace accounts on August 18. See who gets it, what it edits, the plan cost, and why Canva still stays in the stack.Jul 21, 2026Design
GLM-5.2 Review (2026): The Open-Weight Model That Runs Claude Code at Half the Cost of Opus
GLM-5.2 is a 753B open-weight model that matches Claude Opus on coding at under half the cost. Real pricing, benchmarks, and when to actually use it.Jul 19, 2026AI
Meta Muse Image Review: Social-Ready, Not Studio-Ready
Muse Image is Meta's free, agentic image generator. See where it beats simple tools, where it falls short, and who should use it.Jul 18, 2026Design
Kimi K3 Review: Frontier Performance at Half the API Cost, but the Weights Are Not Here Yet
Kimi K3 reviewed with live API pricing, independent benchmarks, production limits, and the decision rule versus GPT-5.6 Sol and Claude Fable 5.Jul 17, 2026AI
Gemini 3.5 Pro Is Delayed: No Release Date, No Reason to Wait
Gemini 3.5 Pro missed its June window and is reportedly months behind. See what to use now, the real cost, and the proof to wait for.Jul 17, 2026AI
Meta Muse Spark 1.1 Review (2026): The 75%-Cheaper Frontier API, and When It Beats GPT and Claude
Meta's first paid frontier API: $1.25/$4.25 per M tokens, ~75% under GPT and Claude. Where Muse Spark 1.1 wins, where it trails, and when to switch.Jul 13, 2026AI
Claude Sonnet 5 Review (2026): What It Really Costs, Where It Beats Opus, and the Tokenizer Catch
Claude Sonnet 5 lands at $2/$10 intro pricing with near-Opus agentic skill, but a new tokenizer adds ~30% more tokens. The honest switch verdict.Jul 13, 2026AI
Seedream 5.0 Pro Review (2026): The Update That Turns It Into Design Software
Seedream 5.0 Pro adds layer separation and coordinate editing, making ByteDance's cheap image model behave like design software. What it does and costs.Jul 13, 2026Design
Codex Remote GA: Your Phone Is an Engineering Control Plane
Codex Remote now lets you start, steer, review, and approve work on Mac or Windows hosts from the ChatGPT mobile app.Jul 11, 2026Build
ChatGPT Work Review: The $20/Seat Agent That Turns Goals Into Deliverables
ChatGPT Work turns goals into reviewable deliverables. Here is what it does, what Business costs, and the workflow that makes it useful.Jul 11, 2026AI
GPT-5.6 Review: Sol, Terra, Luna, and the Routing Rule
GPT-5.6 Sol, Terra, and Luna reviewed with live API prices, benchmarks, context limits, and the routing rule that decides which tier to use.Jul 10, 2026AI
Gemini Managed Agents Can Now Finish the Job After You Disconnect
Gemini Managed Agents now run in the background, connect to remote tools, call your functions, and refresh credentials without losing their workspace.Jul 10, 2026AI
Codex Pricing in 2026: What Free, Plus, Pro, Business, and API Really Cost
OpenAI Codex pricing in 2026: Free, Go, Plus, Pro, Business, Enterprise, API rates, five-hour limits, and which plan builders should buy.Jul 8, 2026Build
Codex vs Claude Code After the Microsoft CLI Study: The 24% PR Lift Is Not the Whole Decision
Microsoft's CLI-agent study found 24% more merged PRs. Here's what that changes, and what it does not, for Codex vs Claude Code in 2026.Jul 5, 2026AI
AI Customer Service Agent Cost in 2026: Build Your Own vs Rent Ada, Fin, and Agentforce
What an AI customer service agent really costs in 2026: building your own vs renting Ada, Fin, or Agentforce, with the crossover math that decides it.Jul 5, 2026Growth
Seedance 2.0 Review (2026): What ByteDance's AI Video Model Really Costs, What It Nails, and Where It Breaks
Seedance 2.0 is ByteDance's cinematic AI video model. The real per-second cost, what it nails, where it breaks, and how it beats Kling and Veo.Jul 5, 2026Design
Gemini Omni Flash Makes AI Video Feel More Like Editing
Gemini Omni Flash turns AI video into a prompt-and-edit workflow for clips, product videos, ads and social variants.Jul 4, 2026Design
The 9 Best Claude Code Alternatives in 2026 (and the Ones to Skip)
Hitting Claude Code's weekly cap? The 9 best alternatives in 2026, with real pricing, the wall each one hits, and exactly who should switch.Jul 4, 2026Build
Kling AI Review (2026): What It Costs, What Kling 3.0 Nails, and Where It Breaks
The real 2026 Kling AI pricing, the credit-per-clip math, what Kling 3.0 nails, the monthly expiry trap, and where it breaks for client work.Jul 3, 2026Design
The 8 Best ChatGPT Alternatives in 2026 (and Exactly When to Switch)
The 8 best ChatGPT alternatives in 2026, ranked by real strengths and prices, with the exact reason to switch: Claude, Gemini, Grok, Perplexity and more.Jul 2, 2026AI
Vibe Marketing in 2026: The Real Stack, the Real Cost, and Where It Breaks by Day 90
Vibe marketing means one operator running AI agents to ship campaigns in hours. Here's the real stack, what it costs, and where it quietly breaks.Jul 1, 2026GrowthNewsletter
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