FeaturedSoftware Factory·5 min·Jul 2026
A software factory, not a software agency
A software factory is a quality-gated line of senior engineers and AI agents, not bespoke projects, and why the mid-market should hire one.
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Insights
The forward-deployed field guide.
Field notes from inside the work — GEO, agent deployment, evals, and what actually survives contact with production. Written by the engineers doing it, not a content team.
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Start where you are in the decision
12 articles
AI Visibility & GEO
Getting cited by AI answer engines
13 articlesAI Agents & Automation
What AI agents are, and which one you need
9 articlesVendor Evaluation
How to buy AI without getting burned
8 articlesCost & ROI
What AI actually costs, and what it returns
7 articlesStrategy & Readiness
Knowing whether you are ready to build
3 articlesOperate
Keeping a live AI system working
Strategy·6 min·Oct 2026
What does an ERP implementation cost in 2026? A real budget breakdown
Straight numbers with sources: what an ERP implementation actually costs to roll out, why the software licence is the cheapest line in the budget, and where projects really blow up. From a firm that publishes its prices.
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GEO·7 min·Oct 2026
When ChatGPT and Perplexity disagree
When ChatGPT and Perplexity disagree, a blended citation rate hides a zero on the engine buyers use. Score each assistant. Run the free AI Citation Audit.
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Forward-deployed·7 min·Oct 2026
When to hire vs embed AI engineers
When to hire vs embed AI engineers: two senior seats open four months is the signal to stop recruiting. Embedded AI Teams start at $3,000–$7,500/engineer/mo.
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Evals·6 min·Oct 2026
Calibrate an LLM-as-judge for AI agents
LLM-as-judge for AI agents is usable only after a human-labeled holdout calibration. Trust auto-scores then. Book the $25,000 AI Transformation Sprint.
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Evals·6 min·Oct 2026
Build an AI agent eval set from real tickets
Build an AI agent eval set from real tickets. Stratify volume and failures, label correct answers, gate deploys. Book the $25,000 AI Transformation Sprint.
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Fintech·7 min·Oct 2026
Where AI agents pay off first in fintech
AI agents for fintech payments pay off first on compliance gates that block release, with $41.2M Year 1 volume. Book the $25,000 AI Transformation Sprint.
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Professional Services·8 min·Oct 2026
Where AI agents pay off first in consulting
AI agents for consulting firms pay off first on knowledge search, proposals, and time capture — with published hours. Book the $25,000 AI Transformation Sprint.
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Professional Services·7 min·Oct 2026
AI for consulting firms: start with the archive
AI for consulting firms should start with the archive, not a proposal bot. One firm got 1,200 hours a quarter back. Book the $25,000 AI Transformation Sprint.
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AI Agents·7 min·Sep 2026
When a multi-step AI agent fails in production
A multi-step AI agent at 95% per step is about 66% end to end after eight steps. Split or gate it. Book the $25,000, two-week AI Transformation Sprint.
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GEO·7 min·Sep 2026
What gets a company excluded from AI answers
Companies get excluded from AI answers when crawlers, published facts, or the brand name conflict. The page can still exist. Run the free AI Citation Audit.
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Evals·6 min·Sep 2026
What to measure in an AI agent eval suite
AI agent eval metrics that should gate every deploy: golden-set size, accuracy thresholds, confidence gates. Book the $25,000 AI Transformation Sprint.
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Healthcare·7 min·Sep 2026
AI patient intake EHR integration that works
AI patient intake EHR integration that cuts admin time when eligibility, consent, and chart write are one path. Book the $25,000 AI Transformation Sprint.
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Commerce·6 min·Sep 2026
Where AI agents pay off first in ecommerce ops
AI agents for ecommerce operations pay back first on returns, inventory, and exceptions — with published ROI. Book the $25,000 AI Transformation Sprint.
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Software Factory·4 min·Sep 2026
What does an AI MVP cost? A budget breakdown
Four cost centres, and the model is the smallest. What an AI MVP cost covers to reach real users, and the line most budgets forget.
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AI Agents·4 min·Sep 2026
Why AI system maintenance starts after launch
AI systems don't crash. They decay while dashboards stay green. Five ways a live system degrades, and what AI system maintenance actually is.
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AI Agents·4 min·Sep 2026
An AI project ROI calculator, before you build
An AI project ROI calculator is simple arithmetic. The hard part is four inputs, and three are inflated by whoever builds the case.
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GEO·4 min·Sep 2026
Why a competitor shows up in ChatGPT, not you
A competitor shows up in ChatGPT when buyers ask. Five asymmetries explain almost every case, and four of them are fixable in weeks.
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GEO·4 min·Sep 2026
How to check your own AI visibility in 30 minutes
Check AI visibility free this afternoon: a spreadsheet, four tabs, what to ask, what to record, and three mistakes that ruin a DIY audit.
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Software Factory·4 min·Sep 2026
What should a mid-market company budget for AI?
Not what one agent costs — the whole line item. How to size a mid-market AI budget across audit, build, and operate, and the split that survives year two.
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Vendor Evaluation·4 min·Sep 2026
Why switching AI vendors keeps you at zero
Third vendor, same line. Why switching AI vendors resets you to zero, what the last engagement should have left, and how to make this the last.
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Strategy·4 min·Sep 2026
What is an AI readiness assessment?
An AI readiness assessment scores five dimensions: whether you can ship, what to fix first, what a good one contains, and when to skip it.
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Strategy·5 min·Sep 2026
The AI implementation framework that ships
Three phases, each ending in something that runs rather than something that reads. Why the order can't be rearranged, and what breaks when one is skipped.
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AI Agents·5 min·Sep 2026
What an AI operations runbook actually contains
Seven entries, each a question someone asks at an inconvenient hour. The runbook that turns a live AI system into something a person can be on call for.
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Vendor Evaluation·4 min·Sep 2026
How an AI system handover actually works
AI system handover: the inventory to collect, the test that proves it worked, and the four things that always go missing.
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Software Factory·4 min·Sep 2026
Hidden costs of AI projects left out of the quote
Not the vendor's tricks, your own. Seven internal line items that never appear in a quote, why the biggest is your team's time, and how to price them.
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Strategy·5 min·Sep 2026
When an AI project fails: five early tells
Five tells in the first meeting, before any code. Each is a question you can ask, and the answers say whether an AI project fails or should be funded.
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GEO·5 min·Sep 2026
How to get cited by AI: five site requirements
How to get cited by AI: what must be true of your pages before a model can retrieve, quote, and verify you, and the check almost every site fails.
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AI Agents·4 min·Sep 2026
Automation vs AI agents: when to upgrade
Your Zapier flows and RPA bots aren't obsolete: they're cheaper and more predictable than an agent for the work they fit. The line is your exception rate.
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AI Agents·6 min·Sep 2026
When should an AI agent stop and ask a human?
An AI agent should stop when an action is hard to undo, a mistake would go unnoticed, or it isn't confident. Four supervision patterns, and how to choose.
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Vendor Evaluation·4 min·Sep 2026
Hire AI in-house vs agency: who should build
You've decided to build custom. Hire AI in-house vs agency depends on whether AI is core to your product, and who operates it in year two.
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GEO·4 min·Sep 2026
B2B AI search visibility: are you on the list?
B2B AI search visibility: shortlists are drafted by an assistant before anyone calls. You can check in five minutes whether you're on them.
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GEO·4 min·Sep 2026
How B2B buyers find vendors AI now
How B2B buyers find vendors AI when review grids lose the click. Shortlist power moves somewhere less visible, and it changes who you influence.
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GEO·4 min·Sep 2026
What is llms.txt, and does your site have it?
A one-page machine-readable summary of your site, in Markdown, at /llms.txt. What it is, what it isn't, and an honest answer on whether it does anything.
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AI Agents·5 min·Sep 2026
Five signs your business is ready for an AI agent
Readiness isn't enthusiasm, it's five specific conditions. The checklist we run before we agree to build, and what to do if you only meet three of them.
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Vendor Evaluation·4 min·Sep 2026
Bait-and-Bill: the AI pricing trap to watch for
The headline number isn't the price, it's the entry fee for an open-ended meter. The five contract clauses that give the trap away, and what to ask for.
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Vendor Evaluation·5 min·Sep 2026
Questions to ask AI agency before you sign
The questions that separate a firm that ships from one that demos — what each is really testing, and what a bad answer sounds like. Ask ours the same ones.
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GEO·4 min·Jul 2026
Answer-Market Fit: the metric past rankings
Product-market fit means the market wants what you built. Answer-Market Fit means its AI assistants recommend you by default. How to measure and reach it.
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GEO·3 min·Jul 2026
What does generative engine optimization cost?
There's no standard sticker price for GEO, but there is an honest answer: the three ways it is priced, what actually drives the number, and what we charge.
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AI Agents·3 min·Jul 2026
Build vs buy AI agents: a decision guide
Build vs buy AI agents: when to build in-house, when to buy, and the data on why most internal builds stall.
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AI Agents·4 min·Jul 2026
AI agent vs chatbot: which one do you need?
A chatbot answers; an agent acts. The real distinction — autonomy, tools, and multi-step work — and how to tell which one your workflow actually needs.
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Healthcare·2 min·Jun 2026
HIPAA compliant AI agents for healthcare teams
HIPAA compliant AI agents can run on PHI if the architecture is built for it: BAAs, minimum necessary, audit trails, and patterns that pass review.
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GEO·2 min·Jun 2026
AI citation rate: what counts as a good one?
Citation rate is the share of your category's buying queries where an AI assistant names you. How to define it, measure it honestly, and what counts as good.
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SaaS·2 min·Jun 2026
AI support automation SaaS: the 60% playbook
How AI support automation SaaS hits majority autonomous resolution without torching CSAT: tier design, escalation, and evals, with real numbers.
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GEO·2 min·Jun 2026
How ChatGPT decides which companies to recommend
When a buyer asks an AI assistant for a vendor, the answer isn't ranked, it's assembled. What the engines retrieve, what they trust, and how to be cited.
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AI Agents·6 min·Jun 2026
How much does an AI agent cost in 2026?
What an AI agent cost covers to build and run, why the token bill is the cheapest line, and where teams overspend. From a firm that publishes its prices.
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AI Agents·2 min·Jun 2026
The production AI agent stack we deploy
The six layers a production AI agent stack needs: model, orchestration, retrieval, evals, observability, guardrails, and where teams cut corners.
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GEO·5 min·Jun 2026
Generative engine optimization: get cited by AI
Generative engine optimization is how you get cited when search splits into blue links and answer engines. Be the source an LLM quotes, not the one it skips.
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AI Agents·7 min·Jun 2026
Why AI pilots fail before they reach production
Pilot purgatory is an engineering problem, not an ambition problem. Here are the eval, ownership, and rollback gates that separate a demo from a deployed agent.
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Evals·1 min·May 2026
No AI strategy without an AI eval suite
A model you can’t measure is a model you can’t trust in production. How we build evals before we build the agent.
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Forward-deployed·1 min·May 2026
The forward-deployed model, explained for buyers
What it actually means to embed engineers in your operation — and why it beats a deck-and-walk-away consultancy for the 20–500 person company.
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SaaS·1 min·Mar 2026
Where AI agents for SaaS pay off first
Support triage, onboarding, and renewal risk — ranked by time-to-value from real deployments.
ReadThe Gigabit Newsletter
Release Notes
What changed in production AI this month. The signal, pulled from inside real deployments — not the hype feed.
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What shipped
The agent patterns, model releases, and tooling that actually reached production this month.
What we measured
Eval results and benchmarks from real deployments — what moved, what regressed.
What got cited
GEO shifts: who answer engines started quoting, and why.
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