QuotePrep
Quote requestsQuote requests come back as ready-to-price packets: specs, missing details, and a drafted reply, the same day they arrive.
See a QuotePrep example →Practical AI automation, built on Lookout Mountain
Practical AI for the work your team still does by hand.
Lookout helps established businesses around Chattanooga and across the Southeast cut operating costs and handle more volume by automating repetitive work across email, PDFs, spreadsheets, and internal systems. You do not need an AI strategy to start. Bring us one costly workflow; we will find what AI can handle and prove it on real work.
Forward an example email, PDF, or spreadsheet to hello@lookout.software, or just describe the workflow that slows your team down. We'll tell you honestly whether AI, plain automation, or no new software is the right answer.
Featured tools
Three tools built for the work that clogs most inboxes. Each one is shown further down on a worked example, from messy forwarded email to finished result.
What you get
Around here, a lot of good businesses (flooring distributors, fabricators, suppliers) still run on email, spreadsheets, and someone who knows how everything works. That works until the paperwork starts costing you orders. We build tools that take the worst of it off your team, and the results show up in places you already track.
Quotes out before your competitor's.Requests that sat for days go out complete the same day, so fewer orders quietly go to whoever answered first.
Fewer expensive do-overs.Missed specs and dropped details turn into remakes, rush freight, and credit memos. Catching them before work starts is the cheapest fix there is.
More volume without the next hire.When paperwork stops growing with headcount, the same office handles more quotes, orders, and packets at the same payroll.
Your experienced people on judgment calls.The folks who know your customers and your margins stop retyping emails and get back to the decisions only they can make.
What we do
Everyone is hearing about AI. Most businesses do not know where it will actually pay off, and they do not need another giant platform. We find the manual workflow costing you the most, build practical automation around how your team already operates, and move to the next one only after the first pays for itself.
AI lets software read the unstructured emails, PDFs, and notes that traditional automation cannot, then draft the routine replies and documents your team would otherwise type by hand. When rules-based automation is simpler and more reliable, we use that instead. The point is lower operating costs and more throughput, not forcing AI into every process.
Who we help
Best suited for established businesses with $10M+ in annual revenue, multiple teams, and important work still moving through email, PDFs, spreadsheets, manual data entry, and tribal knowledge. We work from Chattanooga across the Southeast.
See the businesses we work with
Label and packaging companies
Manufacturers and fabricators
Industrial suppliers
Logistics and distribution teams
Construction trades and subcontractors
Food and beverage producers
Flooring, textile, and home furnishing businesses
Field service companies
Admin-heavy professional services
Tourism and event businesses
Common workflows
The annoying, repetitive work people already do every day. We find the ones eating the most hours and build a sharp tool around them.
See 12 example workflows
Quote requests
Turn scattered emails and attachments into clean, ready-to-price specs.
Customer intake
Capture what a new request actually needs before it hits the team.
Vendor packets
Assemble the documents suppliers ask for, the same way every time.
Compliance forms
Fill and check the recurring paperwork that slows everything down.
Order handoffs
Move a job from sales to production without details falling through.
Production checklists
Catch missing specs before a job reaches the floor or prepress.
Job documentation
Clean up technician notes and photos into a usable record.
Service dispatch
Route requests and keep customers updated without manual chasing.
Invoice follow-up
Track discrepancies and nudge the ones that need attention.
Spreadsheet cleanup
Standardize the workbook the whole team quietly depends on.
Email triage
Sort exceptions and routine messages so the right ones surface.
Recurring admin
Automate the report or summary someone rebuilds by hand each week.
See the tools work
The same three tools, shown on real-looking work. Each example takes a messy forwarded message and turns it into a clean, structured result your team can act on.
QuotePrep
Quote requestsTurn messy quote requests into clean specs, missing details, and reply drafts.
Forward a quote request with attachments. QuotePrep extracts the important details, flags what is missing, and drafts the reply your quote team needs to send.
NoteQuotePrep does not replace your quoting process or pricing judgment. It prepares the request so your team can quote faster.
See a QuotePrep example
Label & packaging · Print shops · Fabricators · Manufacturers · Flooring & building products · Industrial suppliers · Custom product businesses
IncomingForwarded email
"Hey, circling back on labels for the new hot sauce line. We're launching around 12 flavors and need a quote. Same look as our current bottles, matte, but these are going on the squeezable bottles this time and have to hold up in the cooler without peeling. Figure ~50k per flavor to start. Our designer has the artwork almost done. Need them in hand before the Summer Fancy Food Show. What else do you need from me?"
QuotePrep outputReady to review
Summary
Roll label quote: hot sauce line, about 12 flavors, matte film for squeezable bottles, cooler-rated, roughly 50k per flavor, in hand before the Summer Fancy Food Show.
Extracted specs
ProductRoll labels, hot sauce line
Versions~12 flavors
Applied toSqueezable bottles, refrigerated
FinishMatte, match current bottles
Quantity~50,000 per flavor, to start
ArtworkWith their designer, not received
Missing to quote
- Label size, shape, and repeat (top to top)
- Face stock: clear or white film
- Adhesive rated for cold and condensation
- Matte overlaminate or matte UV varnish
- Hand or machine applied, plus applicator make and model
- Core size and unwind direction if machine applied
- Number of colors and shared Pantones across flavors
- Print-ready artwork and final dielines
- Firm quantity per flavor, in-hands date, and ship-to
Risk flags
- Squeezable bottle needs a conformable film and flexible adhesive, not paper
- Cooler and condensation point to a film face stock with a cold-temp adhesive
- "Same look, matte" means pulling the current job to match stock and colors
- Trade show date drives plate and press scheduling
Draft reply
Thanks for sending this over. A few things before we can quote it accurately:
- Final label size and shape, and the bottle they go on?
- Are these squeezable bottles, and will they live in a cooler?
- Hand or machine applied? If machine, the applicator make and model.
- How many ink colors, and do the flavors share Pantones?
- Firm quantity per flavor, in-hands date, and ship-to?
Send the print-ready artwork when your designer has it and we'll turn the quote around fast.
PacketPrep
Customer + vendor paperworkTurn vendor forms, customer packets, and recurring paperwork into ready-to-send checklists.
PacketPrep organizes the repetitive paperwork customers and vendors ask for: W-9s, insurance certificates, compliance forms, product specs, safety documents, onboarding packets, and customer-specific questionnaires.
NotePacketPrep does not replace legal, compliance, or accounting review. It prepares the packet so your team can respond faster.
See a PacketPrep example
Manufacturers · Suppliers · Distributors · Contractors · Food & beverage · Logistics · Industrial service · Admin-heavy offices
IncomingNew vendor request
"Welcome aboard. Before we can set you up and issue a first PO, we need your supplier packet completed in the vendor portal: a signed vendor agreement, a current COI with us listed as additional insured, your third-party food safety certificate, and a new item form with a UPC for each item. Let us know if anything has expired."
PacketPrep outputReady to assemble
Summary
Harvest Markets vendor onboarding for Ridgeline Provisions. They need a signed agreement, a COI naming them, a current food safety certificate, and a new item form with a UPC per item before the first PO.
Documents needed
- HaveW-9
- HaveProduct spec sheets
- ExpiringSQF food safety certificate
- MissingCOI, additional insured, $2M
- MissingSigned vendor agreement
- MissingNew item form, UPC per item
Needs from you
- COI listing Harvest Markets and affiliates as additional insured, $2M general liability
- Renew the SQF certificate before it expires; the audit is due
- GS1 UPC for each item entered on the new item form
- Letter of guarantee and a recall plan with traceability
Draft reply
Thanks for the packet. Here is where we stand:
- W-9 and product specs are ready to upload.
- Updated COI naming Harvest Markets is with our insurer now.
- SQF renewal audit is scheduled; certificate to follow.
- New item form is filled except final UPCs, which we're assigning.
We'll have the full packet in the portal by the end of the week.
JobPrep
Production handoffsTurn approved orders, customer emails, and specs into production-ready handoff checklists.
JobPrep turns the emails, files, notes, specs, and approvals around a job into a clean internal checklist before work starts, preventing messy handoffs between sales, customer service, production, prepress, operations, and field teams.
NoteJobPrep does not run production or replace your team's judgment. It makes sure the job is clean before the next person touches it.
See a JobPrep example
Label & packaging · Print shops · Fabricators · Manufacturers · Flooring & install teams · Construction trades · Field service
IncomingSales to production
"Brookside approved the hot sauce labels we quoted last month, PO attached. Clear matte film for the squeezable bottles, 12 flavors, 50k each. They need them before the Fancy Food Show so timing's tight. Artwork should be final (PDF attached). Let's get it moving, I told them we'd start this week."
JobPrep outputReady for the floor
Summary
Approved Brookside Foods order: hot sauce roll labels, 12 flavors, ~50k each, clear matte film, due before the Fancy Food Show. A signed color proof and applicator specs are still open.
Job details
CustomerBrookside Foods
ProductRoll labels, hot sauce line
MaterialClear BOPP, matte laminate
Versions12 flavors, ~50,000 each
In-handsBefore the Fancy Food Show
Before it hits the floor
- HaveApproved PO
- HavePrint-ready PDF, fonts outlined
- HaveQuantities per flavor
- CheckPantones against brand standard
- MissingSigned color proof on substrate
- MissingUnwind direction and core size
Open questions
- Get a signed second proof, color on clear film, before we cut plates
- Confirm unwind direction and core size for their applicator
- Verify all 12 dielines match the approved artwork
Draft handoff note
Internal handoff, Brookside hot sauce labels:
- PO 4821 approved, 12 flavors, ~50k each, clear BOPP, matte laminate.
- Artwork final, but hold plates until the color proof is signed.
- Need unwind direction and core size from the customer's applicator.
Prepress to confirm Pantones and dielines before scheduling press.
Have a workflow like one of these?
Send the messy email, spreadsheet, form, or handoff that slows your team down, and we'll tell you what focused automation could clean up.
How we work
No long engagements or platform migrations. We prove the tool on your real work first, and we only keep going when it earns it.
- Pick the workflow costing you the most.
- Watch how your team handles it today.
- Build a tool around exactly that.
- Prove it on real quotes, orders, and packets.
- Expand only when the first one pays for itself.
Most projects start with one workflow and one clear bottleneck. When the first tool earns its keep, we go after the next one.
Who you're actually talking to.
Lookout Software is small and local. When you email, you reach the person who builds the tools, not a support queue or a sales team.
Lookout is run by a software engineer who currently builds systems that automate high-stakes review workflows in healthcare: the same document-heavy, email-heavy, detail-sensitive work that slows down a lot of local businesses.
We're based on Lookout Mountain, TN, and work with businesses around Chattanooga and across the Southeast. Send the messy email, file, or description and we'll reply with a straight answer.
Send us one messy workflow.
Forward an example email, PDF, or spreadsheet, or just describe the process that slows your team down. We'll tell you honestly whether AI or simpler automation can help, and whether it is worth building.