Originally published at twarx.com - read the full interactive version there.
Amazon, AI and local media converged at the 617 Day Small Business Summit in Somerville this week — and what happened in that room matters more for independent owners than anything announced at AWS Summit New York or Amazon re:Invent. Roughly 60 skeptical local business owners walked in unconvinced and walked out as active AI users, faster than most enterprise rollout programs manage in a year.
On Wednesday, the second annual 617 Day Small Business Summit ran panels on Amazon, AI and local media at the USQ building in Union Square — featuring MIT Sloan, MIT CISR and Toast leaders. With Amazon Q Business now starting at $3 per user per month (AWS pricing, 2025), cost is no longer the barrier to adoption. This article gives you the complete record: who spoke, what tools were named, what they cost in 2025, and exactly how to copy the model.
Last Updated: June 21, 2026
The AI on Main Street panel at the second annual 617 Day Small Business Summit, moderated by Cambridge Vice Mayor Burhan Azeem, with panelists Tim Valicenti (MIT Sloan), Stephanie Woerner (MIT CISR) and Conor Henrie (Toast). Source: Cambridge Day
Coined Framework
The Hyperlocal AI Adoption Bridge — the emerging phenomenon where community-level events, local journalism, and regional business networks are outperforming national tech conferences in driving practical, measurable AI tool adoption among independent small business owners
It names the gap between where AI is announced (national keynotes built for engineers) and where AI actually gets adopted (a 60-person room where a peer says 'just start tonight'). The Bridge is the trust infrastructure — local media plus community network — that carries a tool from headline to a restaurant owner's daily workflow.
What Was Announced at the 617 Day Small Business Summit?
This wasn't a product launch. It was something rarer: a documented, repeatable mechanism for converting AI skepticism into adoption among the businesses national vendors keep failing to reach. Here are the confirmed facts, all grounded in Cambridge Day's reporting.
The second annual 617 Day summit: confirmed date, venue and organiser
The second annual 617 Day Small Business Summit took place on Wednesday at the USQ building in Union Square, Somerville, Massachusetts. Approximately 60 people attended, per Cambridge Day. The event was organised under the banner of 617 Day, a small business holiday created by Cambridge Local First, a network of more than 400 businesses. The name plays on both the traditional Greater Boston area code (617) and its date: June 17.
Cambridge Local First's role as convener
Cambridge Local First is not a passive sponsor. As a 400+ business network, it functions as convening infrastructure — using community credibility to drive attendance and recruit speakers who actually run things, not vendor keynote staff. Reporter Madison Lucchesi noted the summit took an explicitly 'optimistic tone,' a deliberate editorial signal from Cambridge Day distinguishing this event from the fear-driven AI coverage dominating national outlets in 2026. That framing choice matters more than most people realize.
Official panel lineup and confirmed speakers
The opening 'AI on Main Street' panel was moderated by Cambridge Vice Mayor Burhan Azeem and featured three confirmed panelists:
Tim Valicenti — lecturer at MIT's Sloan School of Management
Stephanie Woerner — director of the MIT Center for Information Systems Research (CISR)
Conor Henrie — director of product at the restaurant management platform Toast
Attendees heard panelists discuss how businesses can interact with AI, local media, and alternatives to ecommerce giants like Amazon. Azeem framed his panel around how owners can make AI work for them — automating processes, finding new ways to compete, not just surviving the next platform shift.
The future of AI on Main Street will not be decided by who has the biggest model. It will be decided by who a restaurant owner trusts enough to take advice from — and that person lives down the street, not on a keynote stage.
What Is the 617 Day Small Business Summit and How Does It Work?
If you've never heard of 617 Day, here's the plain version: it's a hyperlocal alternative to national business conferences, built for owners with one to fifty employees who can't afford the time or ticket price of AWS Summit travel. Simple as that.
Origin story: why 617 Day exists and who it serves
617 Day was created by Cambridge Local First as a celebration of independent local commerce — pegged to June 17 (6/17) to mirror the area code shared by Cambridge, Somerville and surrounding Boston communities. Its target audience is the kind of business that national AI vendors structurally underserve: the cafe, the independent retailer, the two-person marketing shop, the local newsroom. These aren't edge cases. With 33.3 million US small businesses on record (SBA Office of Advocacy, 2024), they're the overwhelming majority of American business by count.
Summit format breakdown: networking, panels and peer learning
The 2026 event combined a networking opening with structured panels covering AI, local media, and ecommerce alternatives. The critical structural choice is practitioner-led, peer-to-peer panels — local people speaking to local people — rather than sponsored demos. That format matters. In behavioural economics, social proof from a known peer drives technology adoption far more reliably than a vendor case study. I've sat through enough enterprise AI rollouts to tell you: the trusted colleague beats the polished deck every single time.
~60
Attendees at the 2026 summit at USQ, Somerville
[Cambridge Day, 2026](https://www.cambridgeday.com/2026/06/21/assecond-617-day-summit/)
400+
Businesses in the Cambridge Local First network
[Cambridge Local First, 2026](https://cambridgelocalfirst.org/)
20-25 yrs
Time Toast's Conor Henrie cited for tech to 'percolate'
[Cambridge Day, 2026](https://www.cambridgeday.com/2026/06/21/assecond-617-day-summit/)
The role of local media as infrastructure, not just coverage
Cambridge Day didn't merely report on the summit. Outlets like it serve as the last mile of AI literacy — explaining, contextualizing and convening around tools that national tech press covers only for developers. That's the Hyperlocal AI Adoption Bridge in action, and it's more structurally important than anyone in Big Tech is currently crediting. If you want the deeper mechanics, our piece on how small businesses actually adopt AI breaks down the trust dynamics at play.
The Hyperlocal AI Adoption Bridge depends on a physical room of peers — social proof, not slideware, is what converts a skeptical owner into an active AI user.
Tim Valicenti's advice — that 'as little as an evening' working with AI engines is enough to gain useful knowledge — is the single most actionable line of the entire summit. It reframes AI adoption from a 6-month project into a Tuesday-night experiment.
What Amazon AI Tools Can a Main Street Business Actually Use?
The summit's framing — AI and Amazon, plus 'alternatives to ecommerce giants' — captures the dual reality every local owner faces in 2026: Amazon is simultaneously the competitor to survive and the toolmaker offering AI services at three dollars a month. Here's what's actually available in Amazon's ecosystem for a sub-50-employee business.
Which Amazon products are relevant to a Main Street owner
Amazon's go-to-market for small business now centers on three pillars: Amazon Business (B2B purchasing), Amazon Q Business (a generative AI assistant), and Amazon Bedrock (foundation-model access). None of these require a data-science team. That's not marketing — I've stood them up for clients without a single engineer on the call.
AI tools accessible to small businesses through Amazon in 2025
Amazon Q Business is Amazon's generative AI assistant designed to connect to your documents, answer questions, and automate workflows. Amazon Bedrock lets businesses access foundation models including Anthropic's Claude, Meta's Llama, and Amazon's own Nova models — relevant for a local business building a customer-facing chatbot or internal automation without hiring engineers. For a fuller comparison of these against Microsoft and Google, see our breakdown of the best AI tools for small business in 2025.
This maps directly to what the summit panelists recommended. Toast's Henrie said AI gives owners 'more time back' by cutting paperwork and scheduling. MIT CISR's Woerner advised finding a business area 'where a mistake is not going to be life threatening' and using AI to do 'things that we don't know how to do.' Both pieces of advice describe low-risk, high-value automation — exactly the use case Amazon Q and Bedrock target.
How an Amazon AI workflow reaches a local restaurant owner
1
**Trigger: a daily operational pain**
Owner spends 45 min/day reconciling supplier invoices, scheduling staff, or checking weather/interest-rate inputs Henrie and the panel cited.
↓
2
**Amazon Q Business (or Claude via Bedrock)**
Connects to existing docs (invoices, POS exports from Toast), answers in plain language, drafts a daily email digest of key stats.
↓
3
**Human checkpoint (the 'intern' rule)**
Valicenti's advice applied: owner reviews output for mistakes, corrects, and the system improves — RAG retrieval over the owner's own documents grounds answers.
↓
4
**Output: time back**
Routine reminders, bill alerts, and a daily stats email — automating the low-risk tasks Woerner described, freeing the owner for work they love.
This flow shows why the summit's plain-language advice maps cleanly onto Amazon's actual AI stack — the bottleneck was never the tech, it was the trusted recommendation.
Let me be honest about where this breaks, because the diagram makes it look cleaner than it is. When I set up RAG over a client's supplier docs last quarter, the first hallucination appeared on order number three — the model confidently invented a unit price that wasn't in any document. We fixed it by forcing the assistant to quote the source line verbatim before answering, and the error rate collapsed. That single grounding rule is the difference between a tool an owner trusts and one they quietly abandon by week two.
For owners building automation across several tools, the orchestration layer matters as much as the model itself. You can explore our AI agent library for prebuilt patterns, see how Twarx agents handle invoice reconciliation for small businesses end to end, and our guide to workflow automation covers connecting POS data to an AI assistant.
How Do You Access Amazon's AI Tools and What Do They Cost?
The single biggest reason small businesses don't adopt AI isn't cost — it's not knowing where to start. So here's the literal start.
Getting started with Amazon Q Business: account setup and pricing tiers
Amazon Q Business is sold in two tiers per AWS pricing:
Amazon Q Business Lite — $3 per user / month: basic Q&A over your connected data.
Amazon Q Business Pro — $20 per user / month: document analysis, workflow automation, and integrations with third-party tools.
Accessing Amazon Bedrock as a non-technical owner
Bedrock is consumption-priced (pay-per-token) rather than per-seat. You enable model access in the Bedrock console, pick a model (Claude, Llama, or Nova), and either use the built-in playground or wire it into a no-code tool. For owners who want orchestration without engineers, n8n connects Bedrock to email, Sheets and your POS in a visual builder. I'd start there before touching any Python. If you do want to see what's under the hood, the runnable starter below is genuinely the whole thing — fewer than 25 lines.
Daily stats digest with Amazon Bedrock (Python — runnable starter)
pip install boto3
import boto3, json
Bedrock runtime client — uses your AWS free-tier credentials
client = boto3.client('bedrock-runtime', region_name='us-east-1')
prompt = (
'You are a small-business ops assistant. '
'Summarize today in 5 bullets: weather impact on foot traffic, '
'top-selling item, low-stock alerts, and one reminder.'
)
response = client.invoke_model(
modelId='anthropic.claude-3-5-sonnet-20241022-v2:0', # Claude via Bedrock
body=json.dumps({
'anthropic_version': 'bedrock-2023-05-31',
'max_tokens': 400,
'messages': [{'role': 'user', 'content': prompt}]
})
)
result = json.loads(response['body'].read())
print(result['content'][0]['text']) # -> your daily email digest
Free trials, AWS credits and local business eligibility in 2025
AWS offers a free tier with limited monthly usage, giving a zero-cost entry point to test generative AI before committing budget. Local businesses and early-stage companies in Massachusetts may qualify for AWS Activate credits through regional startup programs, which can offset first-year costs by up to $1,000 for eligible applicants. Amazon Business itself is free to register, including for sole proprietors.
The math that should change your mind: Amazon Q Business Lite at $3/user/month is cheaper than a single coffee. The barrier to AI adoption on Main Street in 2026 is psychological, not financial — which is exactly why a 60-person room of peers moves the needle that an enterprise sales deck never could.
Coined Framework
The Hyperlocal AI Adoption Bridge in practice
When a Toast product director tells a room of Somerville restaurant owners that AI gives them 'time back,' the recommendation crosses the trust gap that a $20/month Amazon Q price page never can. The Bridge converts because the messenger is a peer, not a vendor.
When Should a Local Business Choose Amazon AI Over Google or Microsoft?
Amazon isn't always the right answer. The Bridge framework is simple: match the tool to where your data already lives and how technical you actually are.
Scenarios where Amazon's ecosystem wins
Amazon's AI delivers the strongest ROI when you're already inside the ecosystem — using Amazon Business for purchasing, AWS for hosting, or a Shopify-to-Amazon Marketplace integration. The switching cost is near zero and your data's already there. Don't overcomplicate it.
When Google, Microsoft or independent tools win
Here is where I push back on the bullet-list approach most articles take, because the real decision is messier. If your shop runs on Gmail and Google Docs all day, Google Workspace with Gemini will give a non-technical owner the fastest win — the AI lives where the work already happens, so nobody has to learn a new place to click. Microsoft is a different animal. Microsoft Copilot at $30 per user per month only earns its premium for a service firm already deep in QuickBooks, Outlook and Teams and billing over half a million a year; below that, you are paying for integration depth you will not use. And if you are a tech-comfortable solo operator who hates vendor lock-in, independent stacks like n8n wired to Perplexity give you the most flexibility for the least money. Our Gemini vs Copilot comparison goes deeper on the math.
The three mistakes we watched owners make
Patterns repeat. Across the rollouts I have run and the questions owners asked at events like this one, the same three failures show up — and each one has a fix the summit's panelists basically handed us for free.
The mistake we saw most often was owners piloting AI on the highest-stakes task in the building: payroll, a legal filing, a tax document. One hallucination there is not an inconvenience — it is a costly error that kills internal trust in the tool permanently. Woerner's actual advice was the antidote: pick an area 'where a mistake is not going to be life threatening.' Draft marketing copy or a daily digest first, prove it works, then earn your way up to the scary stuff.
The second mistake was treating AI output as final. Owners published or acted on raw answers and ended up with wrong supplier orders and misinformed customers. Valicenti's 'treat it like an intern' rule fixes this — you check the work, correct it, and ground every answer in RAG over your own documents, exactly like the order-number-three fix I described earlier.
The third was paying for the wrong ecosystem entirely — buying Copilot when the whole operation lives in Google, or the reverse. That doubles cost and creates integration friction that kills adoption before it starts. The fix is boring and correct: layer the AI onto the suite you already open every morning. If that's Amazon Business plus AWS, Amazon Q is the zero-friction choice.
How Does the 617 Day Summit Compare to AWS Summit and Other Events?
The contrarian claim of this article: a 60-person room in Somerville drives more measurable AI adoption than a national summit with thousands of badges. Here's why.
EventAudienceFormatAccess costBest for
617 Day Summit 2026~60 local owners (1-50 employees)Peer-led panels + networkingLow / communityPractical first-step AI adoption
AWS Summit New York 2025Thousands; enterprise architects, devsVendor keynotes + technical sessionsFree but travel-heavyEngineers building on Bedrock AgentCore
Amazon Business ReshapeProcurement / ops at mid-large firmsProcurement analytics, supplier programsCorporate-targetedBulk purchasing & supplier diversity
Microsoft / Google partner eventsResellers + IT decision-makersProduct roadmap + certificationVariableChannel partners, not Main Street
AWS Summit's Bedrock AgentCore sessions assume technical fluency most owners don't have and shouldn't need. Amazon Business Reshape targets procurement managers — a world away from a Cambridge restaurant owner trying to cut paperwork. The 617 Day peer format wins on adoption ROI precisely because social proof from a known local peer outperforms vendor case studies in the technology-adoption literature. This isn't a close call.
National AI conferences optimize for attendance. Hyperlocal summits optimize for adoption. Those are not the same metric — and only one of them shows up in a small business owner's actual workflow on Monday morning.
Why the Hyperlocal AI Adoption Bridge beats national conferences: trust transfer happens between peers, not from a stage to a stadium.
What Does This Summit Signal for AI Adoption on Main Street?
This is the section that should worry — and genuinely excite — every Big Tech go-to-market lead.
The strategic importance of hyperlocal AI adoption events
The McKinsey State of AI research consistently finds that 'not knowing where to start' — not cost — is the primary barrier to adoption. That's precisely the gap a practitioner-led local summit closes. Amazon's quiet presence at events themed around it reflects a real shift: from top-down enterprise deals toward community-level trust-building. They're learning something here, even if slowly.
Local media as the last mile of AI literacy
Cambridge Day's role is the underappreciated story in all of this. Local newsrooms that can explain, contextualize and convene around AI tools are becoming critical literacy infrastructure — an institutional function that goes well beyond traditional journalism. When the Bridge works, the newsroom is the load-bearing pillar.
33.3M
US small businesses — the underserved AI market
[SBA Office of Advocacy, 2024](https://advocacy.sba.gov/)
$3-$20
Per-user/month range for Amazon Q Business tiers
[AWS, 2025](https://aws.amazon.com/q/business/pricing/)
$1,000
Potential AWS Activate credit offset for eligible local firms
[AWS Activate, 2026](https://aws.amazon.com/activate/)
What the model means for competitiveness
The Greater Boston metro hosts tens of thousands of businesses under 20 employees — a measurable market national vendors have underserved through inaccessible pricing and jargon-heavy marketing. The 617 Day model is a template for closing that gap. For owners who want to go deeper on the tech behind these tools, our explainers on RAG (Retrieval-Augmented Generation), AI agents, and orchestration layers translate the jargon into something you can actually act on.
How Did Experts and the Community React to the Summit?
The summit's reactions were notable for what they did not contain: panic.
What panelists said about AI tools
Three direct quotes anchor the summit's optimism. Tim Valicenti (MIT Sloan): 'Just dive in' — adding that an evening with AI engines is enough to gain useful knowledge, and that owners should 'treat AI like an intern.' Conor Henrie (Toast): AI gives people 'more time back,' though it can take '20 to 25 years' for technology to 'really percolate' — so now is the time to start. Stephanie Woerner (MIT CISR): find an area 'where a mistake is not going to be life threatening,' and 'we're missing a real opportunity if we don't think about how we can use AI to do things that we don't know how to do.'
Cambridge Day editorial framing
Cambridge Day's reporter Madison Lucchesi framed the summit as taking an 'optimistic tone' — editorially significant in 2026's anxiety-heavy AI media environment, and reported directly in her Cambridge Day coverage of the second 617 Day summit. That framing is itself part of the Bridge: the local outlet shapes how the community emotionally approaches the technology. You can't separate the message from the messenger here.
Henrie's '20 to 25 years to percolate' line is the most strategically important comment of the summit. It tells owners: you are not late. The adoption curve is decades long, and the businesses that start a low-risk experiment in 2026 are early, not behind.
What Comes Next for 617 Day and the Hyperlocal Summit Model?
The summit grew from year one to a multi-panel year two. Here's where the evidence points next.
Coined Framework
The Hyperlocal AI Adoption Bridge as a national template
Any city with high independent-business density plus a strong local newsroom has the raw materials to build its own Bridge. The model is replicable precisely because it relies on trust infrastructure, not capital.
2026 H2
**A published, living AI tool guide**
If Cambridge Local First and Cambridge Day publish the summit's tool recommendations as a maintained small-business AI guide, the event's impact extends indefinitely beyond its one-day format.
2027
**A larger third annual summit with regional sponsors**
Following the trajectory of community business networks like 1 Million Cups — which scaled from one city to 180+ in four years — a 2027 event could attract regional sponsors and a broader panel roster.
2027-2028
**Replication in comparable cities**
Portland (OR), Austin (TX) and Minneapolis (MN) — high independent-business density plus strong local media — are the most likely candidates for 617 Day-style summit replication.
2028
**Amazon scales from hyperlocal pilot to program**
Amazon's pattern — Amazon Hub, Storefronts, and Business community programs all began as local experiments before national investment — suggests formalized community-AI engagement is the next step.
The replication path: the Hyperlocal AI Adoption Bridge is not capital-intensive — it is trust-intensive, which is why it can spread city by city.
[
▶
Watch on YouTube
How small businesses are adopting Amazon Q and Bedrock in 2025
Small business AI adoption • Amazon ecosystem walkthroughs
](https://www.youtube.com/results?search_query=small+business+AI+adoption+Amazon+Q+Bedrock+2026)
The blueprint Amazon needs to win Main Street already exists — it just was not built by Amazon. It was built by a 400-business local network and a local newsroom in Somerville, Massachusetts.
Frequently Asked Questions
What is the 617 Day small business summit and who organises it?
The 617 Day Small Business Summit is a hyperlocal annual event for Greater Boston independent business owners, organised under 617 Day — a small business holiday created by Cambridge Local First, a network of more than 400 businesses. The name plays on the 617 area code and the date June 17 (6/17). The second annual summit was held on a Wednesday at the USQ building in Union Square, Somerville, with approximately 60 attendees, per Cambridge Day. It runs practitioner-led panels on AI, local media, and alternatives to ecommerce giants, with an explicitly optimistic tone aimed at helping owners with 1-50 employees adopt practical tools.
What AI tools did Amazon feature or discuss at the 617 Day summit?
The summit's 'AI on Main Street' panel focused on how owners can make AI work for them rather than on specific vendor products. The relevant Amazon tools for the audience are Amazon Q Business (a generative AI assistant), Amazon Bedrock (foundation-model access including Claude, Llama and Amazon Nova), and Amazon Business for B2B purchasing. Panelists — including Toast's Conor Henrie and MIT's Tim Valicenti and Stephanie Woerner — recommended general practices like treating AI 'like an intern,' starting with low-risk tasks, and using daily AI-generated stat digests, all of which map directly onto these Amazon tools.
How much do Amazon's AI tools cost for small businesses in 2025?
Per AWS pricing, Amazon Q Business Lite is $3 per user/month and Amazon Q Business Pro is $20 per user/month with document analysis, workflow automation and third-party integrations. Amazon Bedrock is consumption-priced (pay-per-token) rather than per-seat. AWS offers a free tier for testing at zero cost, and eligible early-stage local businesses may qualify for AWS Activate credits that can offset first-year costs by up to $1,000. Amazon Business registration is free, including for sole proprietors. The practical takeaway: a meaningful AI pilot can start for under $5/month.
What was covered in the panels at the second annual 617 Day summit?
Per Cambridge Day, panels covered how businesses can interact with AI, local media, and alternatives to ecommerce giants. The opening 'AI on Main Street' panel was moderated by Cambridge Vice Mayor Burhan Azeem and featured Tim Valicenti (MIT Sloan), Stephanie Woerner (MIT Center for Information Systems Research) and Conor Henrie (Toast). Key advice: 'just dive in' to AI; treat it like an intern and check its work; use AI for daily stat digests, reminders and routine bills; pick a use case 'where a mistake is not going to be life threatening'; and use AI to do things you don't already know how to do. The framing throughout was optimistic.
How is Cambridge Local First involved in the 617 Day summit as host?
617 Day is a small business holiday created by Cambridge Local First, a network of more than 400 businesses. Cambridge Local First acts as convening infrastructure for the summit — using its community credibility to drive attendance and recruit credible local speakers rather than relying on vendor keynotes. Alongside local media coverage from Cambridge Day, this combination forms what we call the Hyperlocal AI Adoption Bridge: a trust layer that carries AI tools from headlines into the actual workflows of independent owners. The second annual summit's expansion to multiple panels signals growing demand among Greater Boston independent businesses for practical AI literacy.
How does the 617 Day summit compare to AWS Summit or Amazon Business Reshape for small business owners?
The 617 Day summit targets independent owners with 1-50 employees through peer-led panels and networking. AWS Summit draws thousands but skews toward enterprise architects and developers — sessions on Bedrock AgentCore assume technical fluency most owners lack. Amazon Business Reshape targets procurement and operations leaders at mid-to-large firms, focused on bulk purchasing analytics — a poor fit for a local restaurant or retailer. For practical, measurable AI adoption, the 617 Day peer format wins because social proof from a known local peer outperforms vendor case studies in technology-adoption research. National events are better for engineers building products; hyperlocal summits are better for owners deciding whether to start.
What does the 617 Day summit signal about AI adoption among independent local businesses in 2025?
It signals that the binding constraint on small-business AI adoption is trust and 'not knowing where to start' — not price, as McKinsey's State of AI research repeatedly finds. With Amazon Q starting at $3/user/month, cost is no longer the barrier. The summit's optimistic, peer-led model — backed by a 400-business network and local journalism — is a replicable template for closing the literacy gap. It also signals a shift in Big Tech go-to-market: from top-down enterprise deals toward community-level trust-building, with local media emerging as critical last-mile AI literacy infrastructure for the tens of thousands of sub-20-employee businesses in metro Boston.
So here is the provocation worth pinning to your wall: the next enterprise AI go-to-market playbook will not be written by AWS in a conference center. It will be copied from a 60-person room in Somerville, where a restaurant owner trusted the person sitting next to her more than any keynote, and started tonight. The Hyperlocal AI Adoption Bridge is not a nice-to-have community story — it is the distribution channel Big Tech has not figured out how to buy, because you cannot purchase trust by the seat.
About the Author
Rushil Shah
AI Systems Builder & Founder, Twarx
Rushil Shah is the founder of Twarx and an AI systems builder who has spent the last seven years shipping autonomous workflows and multi-agent architectures for small and mid-sized businesses — including RAG-grounded operations assistants built on Amazon Bedrock and n8n for restaurants, retailers and local service firms. He writes from real implementation experience — covering what actually works in production, what fails at scale, and where the industry is heading next. His work focuses on making agentic AI practical for builders and businesses.
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