BaySpark is a Chrome extension that drafts a priced repair-order estimate inside Shop-Ware (Mitchell1, Tekmetric, AutoLeap on the roadmap) in seconds. Your advisors keep working in the SMS they already know. No data migration. No retraining. No infrastructure to install. Type customer + VIN + concern; get a populated draft with industry labor times and smart while-you're-in-there upsells.
BaySpark adds AI drafting to your existing shop management software. Your advisors keep working in the SMS they already know — BaySpark lives next to it as a side panel and writes the estimate back directly. We're live on Shop-Ware today and rolling out one SMS at a time.
Don't see your SMS? Tell us what you run — we prioritize the next SMS based on shop demand.
BaySpark doesn't invent part numbers or labor times. We integrate directly with the industry's trusted data and parts providers, so every line in a draft is sourced — not made up.
Real-time parts availability and pricing for European and import vehicles. Order directly from BaySpark — no portal-switching. Activates when API credentials are issued.
VIN-keyed OEM labor times, parts cross-reference, and fluid specifications from a leading industry provider. Cross-validates pricing across our other sources for maximum accuracy.
Industry-standard estimating labor and repair procedures. Partner-API access in active discussion.
Imported auto parts distributor. Side-by-side pricing with WorldPac so the advisor sees the better deal in real time.
VIN-keyed vehicle data, OEM repair catalog, and labor times — already powering every BaySpark draft today.
Federal VIN-decode dataset — the authoritative source for year / make / model / engine. Built into every draft.
Integrations marked "Integration ready" mean BaySpark's code is built and tested in our sandbox; live activation begins as soon as each partner issues production API credentials.
Multi-location independent auto repair groups across 33+ shops in 4 states use BaySpark to draft estimates, surface upsells, and turn more cars per advisor.
Our advisors used to spend hours every day writing quotes. With BaySpark they take seconds. The suggested-parts feature has bumped our revenue close to 20% — work we used to forget to quote now gets added with one click.
Even complicated quotes take only seconds now. The techs always have every part they need queued up for the job, so they're finishing more cars on time. Productivity is up across the whole shop.
A service advisor writes 8–15 ROs a day. Each one is 5–10 minutes of typing labor times, looking up part numbers, and pricing. BaySpark replaces that with a 30-second review.
Most AI service-writer tools end at the draft. BaySpark keeps going — every draft, every recommendation, every promotion is logged per advisor so you can coach your shop on real numbers, not vibes.
| Advisor | Drafts | Recs promoted | Attach rate | $ from recs |
|---|---|---|---|---|
| Zeek M. | 28 | 19 | 52% | $1,890 |
| Marco R. | 22 | 11 | 41% | $1,205 |
| Diego S. | 12 | 5 | 28% | $752 |
Sample data shown. Live dashboard at app.bayspark.ai after onboarding — owner sign-in via magic link, no extra tooling.
BaySpark lives as a Chrome side panel inside your shop management system. Your advisor never leaves the tab they're already on.
Customer name, VIN (or plate + state), and the customer's concern in plain English. The side panel pre-fills any data already visible on the current SMS page.
VIN decoded, vehicle identified, labor times pulled, parts priced — all in parallel, in seconds. Your shop's canned jobs and existing rates are honored first, before any outside source.
A populated draft estimate appears in your shop system with customer, vehicle, concern, labor lines, parts, and total — plus a short list of "while-you're-in-there" upsells your advisor can promote with a checkbox. Review, edit anything, click Start RO when ready.
Every draft BaySpark surfaces is structured for the advisor's review — not a black-box output. They see the work, the alternatives, and the upsells before clicking Start RO.
For every primary job, BaySpark surfaces the upsells your best advisor would suggest — brake fluid flush with a pad-and-rotor job, serpentine belt with an alternator, water pump with a timing chain. Tiered by priority: must-do, strongly recommended, consider. The advisor decides what to quote.
Each recommendation has a checkbox. Tick the ones you want, click Create Draft, and they land as real services on the RO — labor lines, parts placeholders, and notes — without retyping. The advisor sees the running cost impact in real time as they check boxes.
Type the current odometer reading and BaySpark surfaces the OEM-published service intervals that are due now — 60K service, 90K service, the long-tail stuff customers forget. Grouped as a separate section so the advisor can pitch them or skip them as a unit.
Every labor time is checked against multiple industry data sources — not a single opaque number. When sources agree, your advisor sees a confident answer. When they disagree, your advisor sees every source side by side and picks. When we don't have data, we tell you.
Your advisor types the customer's actual words — "front brakes squeaking," "60K service," "P0420 code, runs rough on cold start." BaySpark figures out which operations that means, looks them up, and prices them. No dropdown gymnastics, no "operation not found" dead ends.
BaySpark only writes to your SMS's draft / unscheduled-estimates queue. It never clicks Start RO, never sends to the customer, never charges. The advisor stays in control of every transition that changes the financial state of an order.
A handful of AI tools now claim to write estimates faster. But the questions that actually decide which one your shop should run on are about verification, transparency, and control. BaySpark cross-verifies every quote against multiple industry sources — when sources agree, your advisor sees confidence; when they disagree, your advisor sees every source and picks; when we don't have data, we say so. That's the biggest difference between BaySpark and a single-source AI number.
Every labor time on every quote is cross-verified against multiple industry data sources — the same catalogs your senior advisor would check by hand. When sources agree, your advisor sees a confident number. When they disagree, your advisor sees every source side by side and picks. When we don't have data for a specific operation, we tell you — we don't invent a number to fill the gap. This is why BaySpark's quotes hold up when a customer pushes back.
BaySpark drafts directly inside your shop management system — same tab, same workflow. No separate window your advisor has to switch between, no copy-paste between tools, no second login. Other AI estimators sit next to your SMS and make you bridge them by hand. Your advisor stays exactly where they already work.
BaySpark pulls labor catalogs and parts data per VIN, from the same OEM-aligned sources your senior advisor would check by hand. We don't approximate the price for your specific car by averaging "similar" jobs from a pool — that approach falls apart on European, performance, and long-tail vehicles where the right answer comes from the catalog for that exact car, not a generalization.
Your advisor sees the data behind every labor number, not a single confident composite. When a customer asks "why this much?", the answer is in front of the advisor — not buried inside the tool.
BaySpark only writes to your draft / unscheduled-estimate queue. It never clicks Start RO, never sends to the customer, never charges. Every transition that changes the financial state of an order stays with your advisor. This is a hard rule baked into the software — not a setting that can be accidentally flipped or socially engineered into being flipped.
Your shop's pricing is honored first. Your numbers, your rates, your conventions. The pricing discipline you've spent years building isn't silently overwritten by an outside average.
BaySpark is a copilot, not an autopilot. Every recommendation arrives with the marginal cost, the parts you'd need, and a one-line technical rationale your advisor can defend out loud when the customer asks "why are you suggesting this?" The advisor decides what gets quoted, what gets dropped, and what gets edited — every time.
BaySpark sits on top of your existing software stack. No data migration. No switching costs. No new vendor your advisor has to log into.
Don't see yours? Tell us — if your shop uses it, we'll prioritize it.
Built to integrate with the major auto-data and supplier networks the industry runs on. Talk to us about your specific stack.
Every plan returns its subscription within the first week of the month for a typical advisor's volume. Talk to us for the math against your shop's actual numbers.
For single-shop independents getting started.
For busy single-shop independents.
For groups with 2+ shops.
No. BaySpark is an add-on that sits on top of the SMS your shop already runs. It doesn't replace anything — it makes your existing system faster to use. Your data stays where it is.
Live today: Shop-Ware. Coming Q3: Tekmetric, Shop Monkey. On the roadmap: AutoLeap, Mitchell1 Manager SE, Protractor. If your shop runs on something else, tell us — we prioritize based on real shop demand, so an email moves your SMS up the queue.
Open the BaySpark side panel from any tab in your shop management system, type three things (customer, VIN, concern), review the proposed draft, and click Start RO. Your advisor stays in the SMS the whole time.
Labor times come from the same flat-rate sources your shop already trusts — VIN-keyed, not generic. Parts come from supplier catalogs your shop already orders from. BaySpark doesn't invent prices; it surfaces the same numbers your advisor would look up by hand, faster. When multiple sources disagree, we show all of them and let your advisor pick.
BaySpark searches your SMS's canned jobs first. If a job matches the concern, we use your shop's labor rate, parts list, and pricing conventions. Outside data only fills the gaps your shop hasn't already cataloged.
No. Each recommendation is paired to a primary operation and carries the marginal labor hours, the parts you'd need, and a one-line technical rationale ("rotors at this mileage are typically out of spec, replace alongside pads"). The advisor sees them tiered as must-do / strongly recommended / consider, ticks the ones to quote, and they become real services on the RO when they click Create Draft.
No, by design. BaySpark only creates drafts. Your advisor reviews and clicks Start RO. Sending to the customer happens through your SMS as it always has — BaySpark never charges, never sends, never finalizes.
Yes. Type the plate + state and we'll do the plate-to-VIN lookup behind the scenes, then decode normally.
Your shop management system's advisor login. BaySpark handles the rest — we wire in the labor and parts data sources during onboarding so your advisor never sees another login screen.
BaySpark is a pass-through. Customer PII stays in your SMS. We persist only audit events — timestamps, location IDs, and VINs — for accountability and quality tracking. Credentials are stored in AWS Secrets Manager, KMS-encrypted, never in our database.
About
For decades, the service bay has run the same way — clipboards, guesswork, and knowledge locked in the heads of a few veteran techs. BaySpark changes that.
Two words say it best. In a shop, the bay is where everything happens — where a vehicle gets diagnosed, repaired, and sent back out the door. The spark is what brings an engine to life. Without it, nothing moves.
BaySpark is the spark that ignites a smarter bay. We build AI that diagnoses faster, quotes accurately, and turns decades of hard-won expertise into the right call — instantly, in every bay at once. It's the intelligence that gets an engine running, now the intelligence that gets the whole shop running.
Two words every automotive pro feels in their bones. Put them together, and you've named what belongs at the heart of the modern shop.
Some AI companies want to be everywhere at once — a dozen industries on the roadmap, and your shop somewhere on the list. Those are impressive visions. They're just not ours.
Not a beachhead. Not a first market. Not a proving ground for someone's larger ambition. BaySpark exists to make auto-repair estimating excellent, and there is no "next industry" on our roadmap competing for our engineers' attention.
BaySpark wasn't designed in a lab and pointed at your industry. It was built inside a working shop group — ten bays, European specialty, real advisors — by an owner who still makes payroll on flat-rate hours. Every feature exists because a real counter needed it on a real Tuesday.
When you evaluate any AI tool for your shop, ask one thing: is auto repair this company's mission — or their first market? You can hear the difference in the first five minutes of a demo, and you'll feel it in year two of running their product.
Built by a shop owner
"I built BaySpark inside my own shop because I was tired of watching my service advisors burn 8–12 minutes per estimate. Every feature ships because my own advisors hit a problem first. When BaySpark breaks, my advisors tell me before any customer would."
Zeek Muratovic
Founder, BaySpark · Owner, Solo Motorsports (Roswell, GA)
15-minute live demo on a vehicle of your choice. We'll auto-draft a real RO in our pilot shop and walk you through every step.
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