Author
Mikhail Savchenko
Founder and CEO, INITE
Author of the INITE Protocol and of most of what is published here: the six stages in the order they run, what each one decides, and what it costs to skip one. Writes from delivery rather than from theory — the posts follow the same audit, build and handover sequence the engagements do.
46 articles
Published here
Cut: Remove the Step Before You Automate It
Automating a step that should not exist makes it permanent. Cut is the stage where steps get deleted, and where the build queue gets its order.
Oct 15, 2026 · 4 min
AI Tools Statistics 2026: 10,066 Products Measured
We swept 10,066 live AI tools in October 2026: 54% serve llms.txt, 4% have a Wikidata item, 535 block AI training crawlers and 75 block AI answers.
Oct 7, 2026 · 12 min
AI Visibility Tools: How to Choose Among 176 Trackers
176 AI visibility trackers, median entry price $49 a month. Ten established ones compared on engines, answers per month, citations and price, read 2026-10-07.
Oct 7, 2026 · 13 min
Generative Engine Optimization Tools, Sorted by the Job They Do
Ten GEO tools that change what AI engines can fetch, read and quote, sorted by job: crawler access, structure, content and audit. Prices read 2026-10-07.
Oct 7, 2026 · 13 min
Make vs Zapier: What the Same Workflow Costs on Each
Make bills credits per module run, Zapier bills tasks per successful action. One branching workflow priced on both at three volumes, from pages read 2026-10-07.
Oct 7, 2026 · 14 min
n8n Alternatives: Match the Tool to the Reason You Are Leaving
Why teams leave n8n (licence, self-hosting, per-run pricing, the learning curve) and which alternative fixes each reason, with prices read on 2026-10-07.
Oct 7, 2026 · 13 min
n8n vs Make: How Each One Counts a Run, and What That Costs
n8n bills a whole workflow run as one execution; Make bills every module action as a credit. Two workflows priced from both pricing pages, read 2026-10-07.
Oct 7, 2026 · 12 min
n8n vs Zapier: Which Costs Less, and Who Has to Run It
n8n bills per workflow run, Zapier per action. The same 6-step workflow priced at three volumes from both pricing pages, plus what self-hosting really costs.
Oct 7, 2026 · 15 min
Zapier Alternatives: Pick by the Reason You Are Leaving
Why teams leave Zapier, which alternative fixes each reason, and one five-step workflow priced on Zapier, Make, n8n and Activepieces, read on 2026-10-07.
Oct 7, 2026 · 13 min
Track: The Baseline Is the Only Thing That Makes After Mean Anything
Without a before number signed by the operator, the after number is a claim. Track produces the one measurement the whole engagement is judged against.
Oct 1, 2026 · 3 min
Hold: Why the Process Gets Frozen Before It Gets Measured
Measuring a process that is still being changed produces a baseline nobody can defend. Hold stops the drift for long enough to get a real number.
Sep 17, 2026 · 3 min
Vibe Coding Cleanup: What Breaks After the Demo
An app built in Lovable or Claude Code works on the day it is shown. What fails later is everything around the code, and a cleanup is the wrong unit to buy.
Sep 16, 2026 · 7 min
What the Break Map Shows, and What It Decides
A process map is not the deliverable. The cost-of-chaos number and the priority matrix are, and they are what let a diagnostic end in no.
Sep 3, 2026 · 3 min
The Automation Brief an Operator Should Write First
Seven things written down before the first vendor call. They make three proposals comparable and cost an afternoon to produce.
Sep 1, 2026 · 3 min
When the Integration Changes Underneath You
A workflow that ran for months rarely breaks loudly. Something it depends on changes shape, and it keeps running on wrong data.
Aug 28, 2026 · 4 min
AI Visibility for Operators, Measured on Our Own Site
Our site scores 90 out of 100 on AI readiness and 25 on AI visibility. That gap is the whole subject, and it is not fixed by more technical work.
Aug 23, 2026 · 5 min
Why Most Process Maps Are Useless, and What Fixes Them
A process map drawn from interviews describes the process as designed. The money is in the difference between that and how the work is actually done.
Aug 20, 2026 · 5 min
The Decision That Shaped a Three-Week Rental Build
Three plausible options were on the table and two of them would have taken months. What made the difference was deciding where the truth lived.
Aug 19, 2026 · 5 min
Six Hours to Eight Minutes: Inquiries at a Brokerage
A property inquiry is not one lead. It is a person, a listing and a routing rule, and getting that triple wrong is what makes brokerages slow.
Aug 18, 2026 · 5 min
What to Automate First, and Why It Is Not the Worst Job
The instinct is to start with the process everyone hates. Blast radius is the better criterion, and it usually points somewhere else entirely.
Aug 17, 2026 · 4 min
Five Signs Your Company Should Not Automate Yet
Size is the wrong question. Five conditions decide whether automation pays now, and failing any one of them is usually a reason to wait a quarter.
Aug 16, 2026 · 5 min
What the Amazon vs Perplexity Ruling Changed
The Ninth Circuit vacated Amazon's injunction against Perplexity's Comet browser in August 2026. It did not say agents are welcome.
Aug 15, 2026 · 4 min
Where four weeks comes from, and when you will not get it
Why every vendor quotes two to four weeks, what that number actually rests on, and the signs that your own project is not going to fit inside it.
Aug 14, 2026 · 4 min
The Week Before: What We Measured at a Rental Firm
Before touching anything at an equipment rental firm we spent a week measuring. Two of the four numbers we expected to matter turned out not to.
Aug 12, 2026 · 5 min
Where the Four Hours Go in a Rental Booking
Booking to dispatch took four hours at one rental firm and now takes three minutes. The four hours were never one task, and most of the fix was not AI.
Aug 11, 2026 · 7 min
The AI Checkout Got Cancelled. The AI Customer Did Not.
OpenAI switched off in-chat checkout in March 2026 after five months. The protocol survived, the buying behavior survived, and the work moved back to you.
Aug 10, 2026 · 5 min
Four Questions That Break Most Automation ROI Numbers
Any vendor can produce a payback number. Four questions decide whether it survives contact with your actual operation - including when the vendor is us.
Jul 27, 2026 · 6 min
We Built the Same Product Twice. Only 6% of It Carried Over.
Our second product reused 6% of the first one's business logic and still shipped far faster. The savings came from somewhere most people never budget.
Jul 20, 2026 · 5 min
Shipping an MCP Server for Your SaaS: A 90-Day Plan
AI assistants went from a curiosity to 97 million monthly connections in 18 months. A plain 90-day plan to let Claude and ChatGPT safely use your SaaS.
Jul 7, 2026 · 4 min
Process Audit Before Automation: When Not to Build
An engagement can end at the diagnostic with the deposit refunded. The audit playbook, the four rejection patterns, and the ROI math we sign on day one.
Jun 22, 2026 · 10 min
INITE Protocol: 6 Stages Applied to a Real Q2-2026 Deployment
Break, Hold, Track, Cut, Cast, Form - the six stages walked through a Q2-2026 B2B SME deployment, and the artifact each stage owes the next one.
May 25, 2026 · 19 min
One core, eighteen entries in the ledger and one in production
What our industry products share, what has to be written from scratch every time, and why we publish a ledger of statuses instead of a count of products.
May 18, 2026 · 4 min
AI Crawler Allowlist 2026: Which Bots to Let In, Block, or Ignore
GPTBot, ClaudeBot, PerplexityBot, Google-Extended, Bytespider - 28+ AI crawlers want your content. A robots.txt + Cloudflare allowlist that keeps citations.
May 10, 2026 · 7 min
Real History of AI Part 5: From the Transformer to ChatGPT (2017-2022)
ChatGPT is not the arrival of AI. It is UX on top of 5 years of scaling: BERT, GPT-1, GPT-2, GPT-3, InstructGPT - and a 2019 GPT-2 commercial case study.
May 2, 2026 · 8 min
The Real History of AI, Part 4: The Deep-Learning Big Bang (2012–2017)
On 30 Sep 2012 deep learning stopped being academic. AlexNet won ImageNet by a record margin. Five years - word2vec, AlphaGo, GANs, the Transformer.
May 1, 2026 · 8 min
Real History of AI Part 3: Recommenders, Vision, Quiet Revolution
By 2010, AI ran inside every service you used. Netflix predicted taste, Last.fm built playlists, Facebook tagged friends - nobody called any of it AI.
Apr 30, 2026 · 7 min
The Real History of AI, Part 2: Backprop, SVM, and the Second Winter (1980–2000)
In 1986 neural networks got a working algorithm and most of the industry missed it. OCR read your mail, SVMs won benchmarks - all of it 'hidden AI'.
Apr 29, 2026 · 8 min
Real History of AI Part 1: Perceptrons, Symbolic AI, First Winter
AI did not arrive with ChatGPT. The first mathematical neuron was described in 1943, a working perceptron ran in 1958, and by 1969 neural nets were buried.
Apr 28, 2026 · 7 min
What Is llms.txt? The Spec, Real Files, and Whether It Works
llms.txt is a Markdown index for AI agents, proposed by Jeremy Howard in 2024. The format, live examples checked today, and what the evidence says it does.
Apr 28, 2026 · 12 min
Claude Skills vs MCP: Which to Use, and Why a SaaS Ships Both
Skills teach an agent how to do a job; MCP gives it access to a system. Where each runs, what each costs in context (measured), and what a SaaS should ship.
Apr 26, 2026 · 13 min
Answer Engine Optimization in 2026: An Evidence-Based Guide
A practical, sourced framework for making content discoverable, quotable, and trustworthy in AI-assisted search without invented ranking factors.
Apr 25, 2026 · 5 min
AI Integration in Business: The 2026 Field Guide That Skips the Hype
AI integration projects fail because the brief is wrong, not because the tech is hard. A 2026 playbook with the framing, numbers, and 73% failure-mode pattern.
Oct 10, 2025 · 5 min
Digital Transformation 2026: Why 70% Fail and What the Other 30% Do Differently
Most digital transformation programs are PowerPoint exercises that burn budget. The 30% that work share five concrete patterns. A practitioner field guide.
Oct 8, 2025 · 6 min
AI Data Analytics: From Dashboards to Decisions in 2026
Most analytics dashboards never change a decision. AI-augmented analytics works when it surfaces the question, not just the chart. A practical playbook.
Oct 5, 2025 · 6 min
Predictive Analytics That Actually Predicts: A 2026 Practitioner Guide
Most business forecasts are off by 30-50% and nobody acts on them. Predictive analytics works when the model owns one decision, not a dashboard. Field guide.
Oct 3, 2025 · 6 min
Measuring AI ROI in 2026: The Three Numbers Boards Actually Want
Most AI ROI calculations are vanity metrics. 3 numbers - hours saved per week, cycle time delta, error rate change - tell the truth. Field guide.
Sep 29, 2025 · 7 min
15-minute self-check
Fifteen minutes, no email required. It maps where your work actually goes and ranks what is worth automating first.
Start the 15-minute self-checkStarts immediately in the browser.
- Fee
- Free
- Length
- 15 minutes
You keep the ranked list of candidates either way.