Practical AI for New Hampshire business
What AI is actually good at in a propane office, a machine shop, a town hall or an inn, where a person stays in charge, and how to start small. Plus notes on agents, retrieval and private AI.
AI this week
The week's AI news, checked against the source, and what it means for a small shop.
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AI this week: ChatGPT adds GPT-6 and in-chat tools
This week: GPT 6 and Intelligent UI in ChatGPT, Google’s Gemini agent for business, Meta’s Muse Wonder models, and a Mistral Large 4 preview.
small business4 min readA Shared AI Workspace for a Small NH Business
A “company harness” puts people and AI agents in the same rooms with the same history. What that could mean for a 5 to 25 person New Hampshire business, and…
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christmas tree farms4 min readChristmas Tree Farms: Answering the Same Questions in Five Weekends
Choose and cut farms get the same questions hundreds of times between Thanksgiving and mid December. A one page fact sheet lets AI draft the answers while…
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manufacturing4 min readQuality Paperwork at a Small NH Machine Shop, With AI
Certs, corrective action reports, work instructions and audit prep eat the hours of a quality manager who also runs the floor. Here is what AI can draft and…
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ai tools4 min readLearning by seeing: interactive drawings made with AI
A coin sorter for our web traffic, a snowblower and an ice dam: how we build drawings that move with Claude Code and the anatomy skill, and why showing how…
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well water4 min readWhen the Water Test Comes Back: AI for NH Well Companies
Homeowners get a lab report full of numbers. Here is how a small NH well and treatment company can use AI to draft plain letters, with a person reviewing…
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dental office4 min readThe Front Desk at a Two-Dentist Practice, With AI Helping
One or two people run the phones, recalls, insurance questions and new patient forms at a small NH dental office. Here is what AI can draft and what stays…
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hvac5 min readMap One Job Before You Buy Any AI Tool
Pitched three AI products this month? Map one job from start to finish first, and the right tool, or no tool, gets much easier to see.
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google reviews4 min readGoogle Review Replies That Don’t Sound Like a Robot
AI can draft a reply to every Google review in your voice and flag the ones that need you. You approve each one before it posts.
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website security5 min readWhat a Free Website Check Finds on Small NH Websites
Six things a read only website check turns up again and again on older small business and nonprofit sites in New Hampshire, who to ask to fix each, and one…
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heating oil4 min readWill-Call Oil Customers: Reaching Them Before the Gauge Does
Will call customers phone when the gauge looks low, often on a Friday before a cold weekend. Here is how AI can estimate tank levels and draft the check in…
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standby generators4 min readThe First Big Outage: Phones and Standby Generators
When the first winter storm takes the power out, every generator that didn't start becomes a phone call. How NH dealers can use AI to sort them while…
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insurance3 min readMedicare Open Enrollment at a Small NH Insurance Agency
Open enrollment runs October 15 to December 7. Here is what AI can draft for a small NH agency, and what the agent still decides.
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small business4 min readWhat Not to Paste Into ChatGPT: A One-Page AI Policy
A ten person New Hampshire business can write a one page AI policy in an afternoon: what stays out of public tools, which accounts are fine, and who to ask.
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small business4 min readThe Voice-Clone Call Asking for a Wire Transfer
Scammers can now copy an owner’s or vendor’s voice. A few plain rules keep a New Hampshire small business from paying the wrong person.
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wedding venues4 min readWedding Venue Inquiries in the Off-Season, Answered Same Day
NH barn, inn and farm venues book next year's weddings October through March. Here is how AI drafts same day replies while the owner keeps dates, deposits…
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home care4 min readWhen a Caregiver Calls Out at 6 a.m.: AI for Home Care
A caregiver calls out before sunrise and the nearest qualified person is forty minutes away. How AI can draft the shortlist, texts and family note while the…
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nonprofit4 min readGrant Reports for a One-Person Nonprofit Office
A one staff New Hampshire nonprofit can have AI draft grant reports and board updates from logs and sign in sheets, while the director checks every number…
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summer camps4 min readWinter Parent Questions at a New Hampshire Summer Camp
Registration opens in January and the same parent questions arrive every week. Here is what AI can draft for a camp director, and what stays with you.
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small business4 min readWhen a Customer’s AI Agent Calls Your Shop
Wajo launched Fo, an AI agent that phones and emails businesses for its user. What New Hampshire phone and email businesses can do now, and what it teaches…
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veterinary4 min readThe Vet Front Desk in Tick Season, With AI Helping
Half the calls at a small animal practice are refills, records and forms. Here is what AI can draft for the front desk, and what staff still decide.
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short-term rentals4 min readSki Season Turnovers for North Country Rental Managers
Saturday turnovers, snowstorms and late checkouts stack up fast in ski season. Here's what AI can draft for a rental manager, and what still needs a person.
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auto repair4 min read"Is My Car Ready?": AI at the Garage in Snow-Tire Season
For two and three bay NH garages, October means tire swaps and a phone that won't stop. Here's what AI can draft, and what a mechanic still has to decide.
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landscaping4 min readPlow Renewal Letters Before the Snow Flies
A first step for NH landscaping companies switching to snow removal: let AI draft this year's plow renewal letters from last year's list, then send them…
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new boston3 min readNew Boston Central School: Comparing the Options Before the Vote
Before New Boston votes on work at the Central School, AI can put the district's own evaluation and the options side by side on one page.
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marinas4 min readApril on the Lake, Without the Voicemail Backlog
A look at how a small Lakes Region marina can use an AI agent to handle launch scheduling calls and texts, while the owner keeps the calls that matter.
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orchards5 min readSix weeks of foliage season at an NH orchard, with AI helping
Pick your own, corn mazes and cider make a six week rush. Where AI helps a New Hampshire orchard or farm stand with questions, daily updates, orders and…
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grok bot5 min readGrok Bot and the websites that never got an API
Grok Bot gives NH small businesses AI teammates that sign into the portals you already use. Here's where it fits, and how to set one up safely.
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insurance agencies5 min readRenewal season at an NH insurance agency: train the CSRs first
Before an independent agency buys another tool, a hands on session can teach its CSR team to use AI for renewal letters, quote comparisons and certificate…
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law firms5 min readAI in the Small Law Office, Done Carefully
Intake summaries, chronologies, first drafts and discovery indexes, with the attorney reviewing everything and client data kept where it belongs. A careful…
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construction5 min readEstimates, Change Orders and Permits in a Short Building Season
How New Hampshire builders, remodelers and trades can use AI to turn site visit notes into draft estimates, document change orders and assemble permit…
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municipal government5 min readFrom Town Meeting to the Town Website: AI for Small Town Offices
A resident question assistant that answers only from your town's own documents and cites its source, plus draft minutes the clerk approves. A careful first…
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inns5 min readThe Same Forty Questions: AI Guest Messaging for White Mountain Inns
White Mountains inns, motels and rentals answer the same questions all summer and fall, in several languages. An assistant grounded in your house book can…
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restaurants5 min readAugust Staffing, February Revenue: AI for Seacoast Restaurants
Seacoast restaurants and breweries run two businesses in one lease. Here's where AI can take the inbox, the shift swaps and the reorders, and where a…
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real estate5 min readThe Questions Buyers Ask Twice: AI for NH Real Estate Agents
Spring in New Hampshire real estate means the same buyer questions, the same listing drafts and the same deadlines. Here's where AI helps an agent and where…
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marinas5 min readBefore ice-out, a launch plan for Lakes Region marinas
Two weekends decide a marina's year. Here's where AI can take the launch requests, waitlist and "is my boat ready?" messages, while a person keeps the yard…
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manufacturing5 min readRFQs that arrive as a PDF and a prayer
For Merrimack Valley machine shops, the quote you answer in two days is the one you win. Here's how an AI agent can read the RFQ package while your…
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accounting5 min readTax-season triage for small NH accounting firms
Most of a small firm's March isn't preparing returns. It's chasing, sorting and reminding. Here's where AI helps with that, and where the preparer stays in…
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maple5 min readA five-week sugaring season and a twelve-month order book
The sap runs for a few weeks; the orders come all year. How a Monadnock sugarhouse can use AI for order emails, inventory and label drafts before the…
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healthcare5 min readPaperwork that never leaves the building
Intake summaries, prior auth letters and referral notes are exactly what AI is good at. For an Upper Valley practice, the question is where that AI runs.
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propane5 min readThe first cold snap, without the phones melting down
When the North Country drops below zero, every customer calls at once. What an AI answering agent can take off the phones, and what must stay with a person.
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ai3 min readFrom Hype to Hard-Won Truth: Why Pure Vector RAG Fails at Scale (and What Actually Works)
Two years ago, the AI engineering world lost its collective mind over vector databases. Pinecone raised a $100M round, Weaviate went open source viral, and…
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ai6 min readNavigating the Evolution: From Predictive AI to Autonomous Agents in Enterprise Architecture
In the rapidly evolving landscape of artificial intelligence, we're witnessing a profound shift from systems that merely predict outcomes or generate…
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ai3 min readAI-Powered Call Centers in 2025: From Bottleneck to Scalable Growth Engine
The contact center industry is experiencing its biggest inflection point since the invention of the IVR. For decades, scaling a call center meant one thing…
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rag2 min readBeyond Fixed Splits: How Context-Aware Chunking is Redefining Retrieval-Augmented Generation
Why Context Aware Chunking Matters Retrieval Augmented Generation (RAG) systems have become foundational in enterprise AI, powering everything from internal…
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context engineering5 min readThe New AI Mandate: Why Context Engineering is Your Most Critical Strategic Investment
Leaders, the conversation around Artificial Intelligence has fundamentally shifted. For the past few years, the focus was tactical—centered on finding the…
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context engineering5 min readExploring Context Engineering 2.0: Building Smarter AI Interactions
As an enterprise architect specializing in AI engineering, I've spent considerable time evaluating frameworks that help organizations integrate intelligent…
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retrieval-augmented generation5 min readUnlocking the Power of RAG: A Beginner’s Guide
This blog post was inspired by Cole Medin's excellent Youtbube video titled: very RAG Strategy Explained in 13 Minutes (No Fluff) which can be found here…
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ai3 min readUnderstanding the Modern AI Stack: Building Systems That Truly Solve Problems
Why the AI Stack Matters Inspired by the IBM Expert Insights video “The AI Stack Explained” AI systems today are capable of remarkable things — generating…
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shadow it5 min readThe Shadow IT of the AI Era: Why Forward-Deployed Engineers Echo the ETL Silos of 20 Years Ago
The Financial Times recently published an insightful piece titled "AI engineers embedded in business units risk creating new tech silos" (paywall)…
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agentic ai3 min readDemystifying Agentic AI: Architectures vs. Workflows
In the rapidly evolving world of AI, terms like "agentic AI" are buzzing everywhere. Recently, Femke Plantinga, Growth Lead at Weaviate, shared an…
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rag3 min readOptimizing RAG Storage with Chunk-on-Demand
Retrieval Augmented Generation (RAG) systems are powerful tools for combining large scale document retrieval with generative AI. However, traditional…
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- rag3 min read
How we built a small town website chatbot
We wanted to get some real world experience building a RAG based chatbot, but using a data source out of our control. We chose our little town's website to…
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ai2 min readWhen AI Becomes Clutter: The Hidden Perils of “AI Workslop”
Artificial intelligence is transforming how we work — but not always for the better. In the rush to adopt every shiny new AI tool, teams are quietly…
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ai1 min readAI-Powered Pizza: How My Neighbor Built a Business with Zero Coding
Imagine turning a backyard pizza oven into a thriving pop up business without writing a single line of code. My neighbor Seth did just that, thanks to AI…
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ai applications4 min readFrom Prototype to Production: Unlocking the Full Potential of Your AI Applications
Prototypes are fantastic for validation. They answer critical questions like: "Does this solve the problem?" or "Will users understand the interface?" But…
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ai pyramid4 min readThe AI Pyramid: Unlocking Outcomes Through Data and Technology
The AI Pyramid: Unlocking Outcomes Through Data and Technology In the rapidly evolving world of artificial intelligence, it's easy to get lost in the hype…
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- ai agents7 min read
Vibe Checking: Revolutionizing AI Agent Testing Through Prompt-Driven Automation
In the rapidly evolving landscape of artificial intelligence, particularly with the rise of autonomous AI agents, traditional testing methodologies are…
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- ai saas5 min read
Why Companies Should Ditch AI SaaS and Build Their Own Systems Today: Securing Data Sovereignty and Unlocking True AI Value
In an age where AI can reshape customer experiences and internal operations alike, the marketing promise of AI SaaS—plug and play models, instant…
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- n8n4 min read
Mastering n8n AI Agents, Tools, and MCP: A Guide from T10 AI Consulting
In the rapidly evolving landscape of AI driven automation, tools like n8n are empowering businesses to streamline operations and unlock new efficiencies. At…
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- app garden2 min read
The App Garden Approach: Rethinking Application Development with AI
In today’s AI driven era, traditional application development models—starting with fixed requirements and forcing data to fit—are obsolete. At T10…
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- mcp4 min read
Leveraging MCP and Semantic Layers for Agentic AI: Best Practices
At T10 Consulting, we specialize in delivering cutting edge AI engineering solutions to enterprises, including AI agents, n8n workflows, RAG…
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- n8n5 min read
Making n8n Enterprise-Ready: Best Practices for Self-Hosting from T10 Consulting
As enterprise architects at T10 Consulting, we specialize in delivering robust AI engineering solutions to companies, including AI agents, n8n workflows…
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- ai4 min read
Elevating Your AI Applications: Advanced Techniques for Retrieval-Augmented Generation
Whether it's building custom AI models, optimizing data pipelines, or deploying scalable systems, our team is passionate about turning complex challenges…
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