AI in the sale. What owner-led companies are doing with it, and what it's worth.September 28, 2026 · 8 stories
This week
AI wins where the buyer is already leaning in
SaaStr's AI agents have closed millions, all from buyers who'd raised a hand. Plus a CPA firm, a freight broker, a harness maker and more.
Editorial illustration / AI-generated
Hey,
Issue two, and a wider spread of businesses this week: a software company, a CPA firm, a freight brokerage, a wire-harness manufacturer, a building-products distributor, an insurance agency and a law firm. Same rules as last week. Every item has a label, and a lot of this week's numbers come from the companies selling the tool, so you'll see the vendor label more often than I'd like.
One pattern showed up in almost all of them. The AI results were strongest where the buyer had already raised a hand, whether that was a quote request, a reorder or an inbound call. The one firm that put a bot in front of prospects in a stressful moment ended up taking it back out.
01
Software & events
SaaStr runs 21 AI agents. Every dollar they've closed came from a buyer already leaning in.
Editorial illustration / AI-generated
442K
website chats handled by one inbound agent
614
booked meetings from those chats
$1M+
in closed sponsorship revenue from that agent
1.5
people on the go-to-market team, doing what 6+ used to
SaaStr, self-reported, September 2026
SaaStr, the B2B software community and events business, now has 21 AI agents in production, built on tools like Qualified, Agentforce and PandaDoc. Founder Jason Lemkin says a go-to-market team of about 1.5 people now does as much as 6+ used to. The Qualified inbound agent handled 442,000 website chats, which turned into 614 booked meetings and more than $1M in closed sponsorship revenue. A win-back campaign to about 1,000 sponsor leads who'd gone quiet got 72% open rates and 10%+ response rates.
Measured result SaaStr's own numbers from its own post. Worth remembering that SaaStr is deep in the AI business itself.
Read his line twice: “Every dollar our agents have closed came from a motion where the buyer was already leaning in.” 442,000 chats for 614 meetings probably also tells you most of those chats were never going to buy. The AI seems very good at catching a buyer who's ready, and by his own account it hasn't talked a hesitant one into anything yet. So discovery and the business case are still a human job, and I think they're worth doing well.
02
Research
Half of B2B software buyers now start their search in an AI chatbot instead of Google
G2 surveyed 1,076 B2B software buyers in March. 51% now start their buying process with an AI chatbot, 71% use chatbots for research (up from 60%), and 69% ended up choosing a different vendor than they'd first planned. Separately, BrightEdge reported on September 24 that ChatGPT referral traffic more than doubled between January and August, though AI is still a small share of total referral traffic.
B2B software buyers and AI chatbots
B2B software buyers and AI chatbots
Start their buying process with a chatbot
51%
Use chatbots for research (60% a year earlier)
71%
Chose a different vendor than they first planned
69%
G2, The Answer Economy, 1,076 B2B software buyers, March 2026
Directional A vendor survey (G2 runs a software review site) of software buyers specifically. From March.
If your buyers behave anything like software buyers, the first round of research might now happen without you, inside someone else's chatbot. Ask a couple of AI assistants what they'd recommend to a company like your best customer, and see whether you come up and whether they describe you correctly. If they don't, that's a website and content problem, and it's fixable.
03
Accounting
A six-person CPA firm lifted its conversion rate about 25% with a smarter intake form
Editorial illustration / AI-generated
Agate CPA, with offices in Atlanta and Rogers, Arkansas, used Lovable (an AI app builder) to build a prospect intake form and Claude to get it onto the firm's website. The form screens prospects before anyone gets on a call: do they own a business, what industry, how many people, what revenue, startup or established, and why they're leaving their current CPA.
+25%
Conversion rate after the new intake form
Firm-reported, via Journal of Accountancy
The firm says its conversion rate rose about 25%, and its people now spend more time with prospects who are a potential good fit.
Measured result Trade press, figure reported by the firm, with no baseline or time period given. The article credits the redesigned questions as much as the AI.
I think the questions did most of the work here. They're the firm's definition of a good-fit client, written down. Most owners carry that definition around in their head, and that's exactly why they end up qualifying every lead themselves.
04
Freight brokerage
A freight broker cut quote replies from 35 minutes to 12 and won 18% more quotes
Editorial illustration / AI-generated
ShipNova, a freight brokerage in Denton, Texas, uses Vooma's AI to handle incoming quote requests and build loads.
35 min12min
Time to reply to a quote request
Vendor-reported
Its quote win rate went up 18%, and building a load dropped from 20 minutes to 3.
Vendor-reported Vooma's case study, written about 18 months after the brokerage launched. No publication date is shown and it likely predates 2026. Company size isn't stated.
Most owners know their close rate. Very few know how long their team takes to answer a request that comes in, and it's often the cheaper number to move. I'd measure it for two weeks before buying anything that promises to shrink it.
05
Manufacturing
A wire-harness maker's president says quoting software saved him about 18 hours on one quote
Editorial illustration / AI-generated
KCM Cable, a custom cable and wire-harness manufacturer in Tooele, Utah, moved its quoting into Cableteque's software. President Kory Ewell says one quote alone saved him about 18 hours of work, and that customers have told him the company's pricing is more competitive. For wider context, Deloitte's June survey of 140+ manufacturers found 84% already get measurable value from AI, but only 20% of their use cases are scaled.
~18hrs
Saved on one complex quote, in the president's words
Vendor-reported
Vendor-reported Cableteque's own case study, undated, and one quote rather than an average. The Deloitte figures are a survey published by Deloitte Switzerland.
It sounds like the president was the one doing those 18 hours. In a lot of owner-led manufacturers, quoting stays with the owner because the pricing logic lives in their head. The software can't write that logic down for you. That part's still on you, and it's the part that frees you up.
06
Distribution
A building-products distributor turned reorder reminders into sales calls
Editorial illustration / AI-generated
Building Products Inc., a millwork and building-materials distributor that supplies retail lumberyards, rolled out Proton.ai's AI CRM, which prompts reps when a customer is due to reorder. CEO Kyle Schull says the “due to reorder” feature made the sales team much more proactive, rather than just reacting to incoming orders. For scale, MSC Industrial, a far bigger distributor, reports a 13% conversion rate on its AI recommendations.
27%
Conversion rate on the AI's recommendations
Vendor-reported
Vendor-reported Proton's case study from March, older than the rest of this issue. The MSC figure comes from Distribution Strategy Group's August roundup, which credits it to a Proton case study too.
Honestly, this is AI remembering things, which isn't glamorous. But reorders are money that's already yours, and a lot of reps only find out about them when the order shows up. A reminder at the right time turns that into a call.
07
Insurance
An insurance agency put AI on its phones and bound 41% more policies
Editorial illustration / AI-generated
bolt Agency, the in-house property and casualty agency of insurance technology company bolt, writes about $30M in annual premium. Over six months it used AI to answer inbound calls, qualify and route leads, and follow up on quotes. AI now handles more than 90% of its inbound calls.
+41%
Bound policies over six months
Vendor-reported
It also reports 1.6x lead conversion and a 57% cut in handling and quote time.
Vendor-reported bolt sells insurance technology, so this is its own product running in its own agency. Baseline metrics were tracked, but the before numbers aren't published. Published by the American Agents Alliance.
Take this one with the most salt in the issue, since the agency and the software come from the same company. What I'd keep from it is where they aimed the AI: the phones and the follow-up, which are the two places leads go quiet without anyone noticing.
08
Law
A 20-lawyer firm tried an AI chatbot for intake, then took it back out
Editorial illustration / AI-generated
Damian Turco runs Turco Legal, a 20-attorney divorce and family law firm. It tried a website chatbot to greet prospective clients, didn't see conversion improve, and went back to letting people book a free consultation directly with a senior attorney. His reasoning: “I'm not going to have a prospective client in that important moment… communicate with a bot instead of a person.”
Anecdotal One firm's experience, based on what he observed rather than a formal measurement. Independent legal press.
This fits the rest of the issue. The AI wins came from buyers who were already leaning in. A family-law prospect in a hard moment wants a person, and Turco decided that first conversation was too important to hand off. Worth figuring out which of your conversations are like that before you automate anything.
The takeaway
What this means if you're still the one selling
Across a software company, a CPA firm, a freight broker, a manufacturer, a distributor and an insurance agency, the AI wins came from the same place: the moment a buyer had already raised a hand, whether that was a quote request, a reorder, a call or a chat. AI answered faster, followed up without forgetting and filtered out the wrong fits.
AI hasn't taken over the middle of the sale yet: discovery, the plan, the business case. That's still where a hesitant buyer becomes a customer, and in most owner-led companies it still runs through the owner. Get that part written down so someone else can run it, and let the AI handle the edges.
Cheers, TeeJay Johnson Owner, Foundry Revenue Partners
Editorial illustration / AI-generated
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