A document arrives, the system reads it and pulls out what matters, and it comes back done. Nothing client-facing ever leaves without a person pressing send.
Leasing, accounting, underwriting, tenant screening, the daily grind that eats your team's time. Columnline builds the systems that quietly do it for you, every day, while a person stays in control of what matters. Browse what we have shipped for firms like yours and pull ideas for your own operation.
Real systems running today across leasing, property accounting, deal underwriting, tenant operations, and acquisitions, plus construction. Each one replaces hours of repetitive work with something that just runs. Click any card for the full story.
Every system we build follows the same simple shape. Here's what actually happens between the work coming in and you signing off on it.
A document arrives, the system reads it and pulls out what matters, and it comes back done. Nothing client-facing ever leaves without a person pressing send.
An always-on assistant wakes up, gathers the context, makes the call, acts, and writes down what it did, so it gets sharper the more your team uses it.
The honest part. When the system is unsure or a source is down, it stops and asks a person, retries, or keeps the rest running. It never guesses quietly.
The featured twelve are a slice. Across real estate and construction firms, the work falls into 14 repeatable patterns, 40 named builds in all, every one live or in active build. Click a pattern to see what is inside.
Client-agnostic by design. Every build above is real and either live in production or in active build, framed by the type of operator it was built for.
Every worker, agent, and script we have shipped, across real estate, construction, and the industries next door. Search it, filter it, steal ideas for your own operation.
For an outreach agency, decides each morning which client accounts get fresh work that day based on their plan and available leads.
For a marketing team, watches each client's email campaigns daily, tracks reply quality, and keeps sending volume on target.
For an agency running many clients at once, keeps each client's campaign work separate and posts updates to its own team channel.
Sends each client manager a short morning summary of what is happening on their account so nothing slips through the cracks.
Reads meeting recordings and team chat to surface recurring feedback and what clients keep asking for, so patterns do not get missed.
For an agency with outside help, checks every client's campaign each morning and emails the team a simple red, yellow, or green status.
Keeps a sales contact list tidy every week by merging duplicates, filling in missing details, flagging stale records, and checking emails are valid.
Reads the team's meetings, inbox, and calendar each morning and emails one clear briefing of what matters that day.
For a sales team, automatically refills the lead list each week from public business directories and flags campaigns that are running low.
For an outreach team, turns weekly quality reviews into real tuning of targeting and scoring rules so results keep improving on their own.
Checks who owes you money each morning and runs a full profit review every Friday, so the team never has to dig through QuickBooks.
For a sales team, scans email replies twice a day for buying signals, books the meeting, and pulls research on hot prospects.
Quietly checks that the servers and automations stay online around the clock, so the team is not stuck babysitting infrastructure.
For a sales team, gathers and scores fresh prospect signals from across the web and keeps a stocked pool ready for outreach.
For a sales team, researches each interested email reply, drafts a personal response, and alerts the rep to step in.
Runs the checklist from signed contract to first delivery and checks in weekly, so every new client gets a smooth, consistent start.
Acts as a digital chief of staff, reviewing the sales pipeline, contact lists, and open issues twice a day and flagging what needs attention.
Tracks multi-week builds and client deadlines, flagging blockers and slipping commitments before they become a problem.
Pulls together all the key numbers and updates for a client account into one clean snapshot for the daily briefing.
For a sales team, owns the conversation from an interested reply through a closed deal, following up automatically so leads never go cold.
For an outreach agency, reviews every finished record across all clients each week to catch quality issues a manual check would miss.
Scans every client account weekly for signs of slipping engagement and flags who is at risk of leaving before it happens.
Runs a cold email campaign end to end so a steady stream of qualified conversations lands without anyone watching the inbox.
Replies to cold email prospects on its own and books meetings, with tuned versions for legal, telehealth, and manufacturing clients.
Keeps each prospect conversation going across days, schedules follow-ups, and routes updates to the right client's team channel.
Tests small changes to how the booking agent writes replies against sample buyers and keeps only the changes that perform better.
Reviews each client's email threads at day's end, catches dropped leads, and posts one tidy summary to the team channel.
Studies a week of booking-agent results to find what is working, records the lessons, and shares a digest with the team.
Pulls a weekly strategic read across every client account, forecasting revenue, spotting churn risk, and surfacing growth openings.
For service firms, scans past calls and client emails to surface quotable wins and ready-to-use testimonials each week.
For business-development teams, catches a new inbound lead the moment it arrives and starts a research file on it automatically.
For sales teams, runs an outbound email campaign start to finish so qualified conversations keep landing without anyone watching the inbox.
For sales teams, runs an outbound email campaign start to finish so qualified conversations keep landing without anyone watching the inbox.
For sales teams, reads an interested reply, pulls the contact's history, and drafts a personalized response ready to send.
For sales teams, handles research and email drafting across the outreach workflow so reps spend time talking, not typing.
For service firms, turns the details from a sales call into a clean, on-brand proposal so a quote goes out the same day.
For service firms, builds and updates a polished proposal from deal details so quotes go out fast and look consistent.
For sales teams, watches a shared request list and instantly emails the team when a new lead-list ask comes in, so nothing waits.
For business owners, posts a daily morning summary of the real numbers to Slack so the day starts with facts, not guesswork.
For property managers, watches for new rental applications and instantly pings the leasing team by priority so hot prospects get a fast reply.
For sales teams, sorts incoming email replies into the right buckets twice a day and posts a clean summary so reps act on the ones that matter.
For service firms, drafts and updates renewal or upsell proposals automatically so expansion offers go out without extra busywork.
For business-development teams, searches the web for buying signals on target accounts so reps reach out at the right moment.
For sales teams, matches and merges records that point to the same company so the lead list stays clean instead of cluttered with duplicates.
For sales teams, finds the right decision-makers at a target company, pulls their background, and verifies a working email so outreach reaches real people.
For sales teams, finds the right decision-makers behind an opportunity, pulls their background, and verifies a working email so outreach lands well.
For sales teams, researches a target market or company against your profile and writes a short, usable brief so the team starts with intelligence.
For sales teams, finds the actual decision-makers at a target company and a way to reach them, so the list is people you can call.
For sales teams, fills in a single contact's title, background, and verified email so reps reach out with full context.
For sales teams, turns research about a prospect into a tailored first-touch message so every email feels written for that person.
For vacation-rental managers, runs a safe second pass over the booking calendar to fix missing dates and miscategorized stays before they cause problems.
For vacation-rental managers, reads messy scheduling emails and turns them into clean calendar bookings, handling tricky cases like same-day turnovers.
For multifamily owners, adds new revisions to an existing owner profile document so the latest information is always in one place.
For multifamily teams, keeps owner-profile document titles named consistently so files are easy to find and never a jumble.
For multifamily teams, writes each finished owner profile's link back into the master tracking sheet so every record connects to its document.
For sales teams, combines daily coaching notes over time into a running trend report so managers see what is improving and what is slipping.
For sales teams, fills out each lead with the right contact, background, and a verified email so the list is ready to work.
For sales teams, fills out each opportunity with the right decision-maker and a verified email so deals are ready to pursue.
For sales teams, fills in a contact's title, background, and verified email so reps reach out with full context.
A step in the outreach pipeline that fills in missing contact details so every lead has the info needed to reach them.
For a construction prospect list, finds the right decision-makers at each target company and verifies a working email so outreach reaches a real person.
An upgraded version that finds the right people at each construction company, pulls their background, and confirms a reachable email before outreach.
Reads each company's website and writes a short, useful summary into the lead list, so the whole list is researched at once instead of one by one.
Pulls public LinkedIn details for a whole list of contacts, works out how long each has been in their role, and saves it to the lead list.
Researches companies and opportunities in a target metro so outreach can be targeted to that region.
Confirms each contact is real and reachable, then gathers local market signals about their area, keeping the lead list clean and current.
Researches companies and opportunities in a target metro so outreach can be targeted to that region.
Pulls LinkedIn background on architecture-firm contacts and adds it to each record, so outreach to that field is informed.
Pulls LinkedIn background on general-contractor contacts and adds it to each record, so outreach to builders is informed.
Pulls LinkedIn background on owner's-representative contacts and adds it to each record, so outreach to that field is informed.
Pulls LinkedIn background on painting-contractor contacts and adds it to each record, so outreach to that trade is informed.
Pulls LinkedIn background on structural-trade contacts and adds it to each record, so outreach to that field is informed.
Finds the right decision-makers at each target company, pulls their background, and verifies a working email so outreach reaches a real person.
An earlier version that finds the right decision-makers at each company, pulls their background, and confirms a reachable email before outreach.
Matches a LinkedIn export back to your lead list and updates each person's role, tenure, headline, and location automatically.
Works through a lead list one record at a time, finding the right decision-maker and a verified email for each company.
Reads a regional market county auditor websites on its own and pulls out who owns each property, turning public records into a usable list.
Runs a full cold-outreach campaign against a development-projects list so a steady stream of qualified conversations arrives without watching the inbox.
Builds a clean development-projects database by finding the right decision-makers and verifying a reachable email for each company.
Runs a cold-outreach campaign from end to end so a steady stream of qualified conversations lands without a person watching the inbox.
A refined cold-outreach campaign that keeps qualified conversations flowing in automatically, with no inbox-watching required.
An early version of the cold-outreach engine that runs campaigns end to end so qualified conversations land on their own.
Folds fresh local-market research into your lead list, matching it to the right company so each contact carries current area signals.
Watches several county property-record lookups running at once and saves each result the moment it finishes.
Looks up each client's office address and pins it on the map, so locations are ready for nearby targeting and territory planning.
For a national commercial builder, ranks new leads by comparing them to the team's own expert shortlist, surfacing the best fits first.
Ranks the strongest leads for each client against their ideal-customer profile, across fields from nonprofits to engineering, wellness, and legal.
The first version of the cold-outreach engine that runs campaigns end to end so qualified conversations arrive without manual chasing.
Starts each automation with its passwords pulled safely from the vault at run time, so credentials are never left sitting in files.
Keeps automated jobs running around the clock on a server, restarting them on their own if anything stops.
Watches every email outreach campaign through the day, fixes small issues on its own, and alerts the team to anything bigger.
Keeps an internal assistant tool running quietly in the background and restarts it automatically if the computer reboots.
A ready-made blueprint that lets us stand up a new set of scheduled automations for any client in minutes instead of days.
A reusable blueprint for quickly building a new internal automation, paired with its own how-to guide.
Wraps any scheduled job so it retries on its own if it fails and alerts the team if it still can't finish.
Emails the team each morning with what ran, what failed, what's coming up, and how every automation is doing.
For an industrial real estate brokerage, combines owner and tenant research into one scored, ready-to-call prospect list.
For a general contractor, keeps a master directory of hundreds of city and county meeting calendars to watch for new projects.
Pushes the latest code to the live server and restarts everything in a single step.
Blocks any new automation from going live unless it comes with its own how-to guide, so nothing ships undocumented.
After every server update, confirms the live system is running the right version and all connections are working.
Each morning, confirms every client's daily update ran cleanly and emails the team a simple green-or-red status.
For a multifamily real estate owner, cleans up the formatting on generated owner-profile documents so they read clean.
For a multifamily real estate owner, pulls a list of target owners from a spreadsheet to kick off the profile research.
For a multifamily real estate owner, gathers research from dozens of spreadsheet tabs into one organized record per owner.
For a multifamily real estate owner, fills a property-notes template by matching each blank to the right researched detail.
For a real estate firm, reformats assistant write-ups so they display cleanly as team chat messages instead of raw text.
For a multifamily real estate owner, drops extracted deal figures into the right cells of an underwriting spreadsheet, never touching the formulas.
Starts the background job runners and clears any stuck state on its own so work keeps flowing without manual restarts.
Lets an AI assistant prepare actions and send them to a team chat for a quick yes or no before anything happens.
Lets several AI assistants hand work to each other and keep a shared history, so nothing falls through the cracks.
Gives each AI assistant a running notebook of context, so it remembers the story behind a client, not just the data.
An early version of our system that found new prospects, filled in their details, and teed up outreach, now rebuilt as smarter software.
An early version of our system that sourced leads and prepped outreach for a construction bidding workflow, since rebuilt as smarter software.
Double-checks research findings for accuracy before they reach a report, so leaders act on facts, not guesses.
Runs our internal research tool, turning raw findings into organized records ready for the team to review.
Hands research tasks out to the right workers automatically so a large pile of work gets through quickly and in order.
Tidies and re-sorts the research task queue so jobs stay clean and nothing gets stuck or duplicated.
A refined version of our research dispatcher that hands tasks out to the right workers so big workloads clear faster.
Chews through research records in batches so hundreds of findings get processed without anyone doing it by hand.
Reviews finished research records in batches and cleans up loose ends so the final library stays accurate and tidy.
A refined version of our batch processor that works through research records in groups so large jobs finish on their own.
Connects to the books to show profit, cash runway, unpaid invoices, and lets the owner create and send invoices in one place.
Shows live open time slots from each client's own calendar, so a law firm or a telehealth clinic can take bookings on their own schedule.
Runs a full cold outreach campaign on its own, so a steady stream of qualified conversations lands without anyone watching the inbox.
For a precision manufacturer, runs a full cold outreach campaign so a steady stream of qualified buyers shows up without manual inbox work.
For a strategic communications firm, runs a full cold outreach campaign so qualified conversations keep coming in without anyone watching the inbox.
For a marketing team, starts a full cold-email campaign with one click instead of setting it up by hand.
Books a call straight into your calendar without the usual back-and-forth over open times.
Creates and sends a client invoice from your accounting software automatically, so billing never slips through the cracks.
Keeps every contact and deal in one place and shows how leads move through your sales funnel.
Lets your team correct an assistant by simply replying to its email, so it learns from feedback over time.
Pulls your recorded call transcripts and summaries into the tools your team already uses.
Turns a recorded sales call into clear notes and next steps, dropped where your team will actually see them.
Lets our systems send email, manage calendars, and update spreadsheets and documents on your behalf.
For a marketing team, connects your cold-email platform so campaigns, replies, and leads all flow into one place.
For a marketing team, sorts incoming cold-email replies so interested prospects reach a person fast and the rest are handled in bulk.
For a marketing team, spots positive email replies and pushes those hot leads straight into your sales pipeline.
Drops leads you add by hand straight into your sales pipeline so nothing gets lost in a notebook.
Turns a recorded meeting into clean notes and next steps and files them in your team workspace automatically.
For a real estate investor, pulls the key numbers out of property offering documents so you skip the manual data entry.
For a marketing team, feeds your prospect lists into the outreach system so campaigns start with the right contacts.
Builds a polished proposal, tracks whether the client signed, and creates the matching invoice automatically.
Pulls live balances from your bank and investment accounts into one view, with no manual statement digging.
Drafts a clear written plan for a new product or feature so the whole team builds from the same brief.
For a multifamily owner, writes new prospect records into property management software that has no built-in way to add them.
For a multifamily owner, automatically creates and updates renter prospect cards in property management software.
For a multifamily owner, catches activity from property management software the moment it happens and verifies it is genuine.
For a real estate investor, sets up a complete deal folder with notes and underwriting templates already filled in by region.
For a real estate investor, accepts new deals by email or upload and kicks off the folder-building process automatically.
For a real estate investor, watches the inbox for new property documents, builds the deal folder, and replies with the link.
For a real estate investor, opens a new deal in your CRM the moment its file is created, so brokers and opportunities stay in sync.
For a multifamily owner, sends new deals straight into a shared tracking sheet, tagged by broker and priority tier automatically.
For a multifamily owner, a Slack assistant the team can ask questions and run tasks, holding the thread context so each conversation stays coherent.
Sends automated notifications and notes by email cleanly in the background, so updates reach the right inbox without manual sending.
For a precision manufacturer, gathers fresh prospect lists from the web and drops them in ready for outreach, no manual searching.
For a commercial real estate firm, gathers fresh prospect lists from the web and drops them in ready for outreach.
For a strategic communications firm, gathers fresh prospect lists from the web and drops them in ready for outreach.
Runs an outreach pipeline that drafts replies, researches each prospect nightly, and checks every response for quality before it goes out.
The team's main Slack assistant, answering questions and running tasks live in chat with real-time progress updates as it works.
Lets automations read and update structured lists kept inside Slack, so shared trackers stay current across multiple workspaces.
Lets every automation post to channels, message the team, and search Slack, so alerts and updates land where people already work.
Runs a cold outreach campaign end to end, so a steady stream of qualified conversations lands without anyone watching the inbox.
Feeds new prospects into a running cold outreach campaign automatically, keeping the pipeline full without manual list updates.
For a commercial real estate firm, feeds new prospects into a running outreach campaign automatically, keeping the pipeline full.
Searches the market and flags companies showing buying signals, building the top of a sales team's pipeline automatically.
Cleans up a prospect list by spotting when several records are really the same company, so outreach never doubles up.
Finds the right people to contact at each target company so outreach reaches a real decision-maker, not a general inbox.
Narrows a lead list down to the exact type of customer a given business is chasing, skipping anyone who is not a fit.
Gathers logos, photos, and news on each prospect so outreach and briefings look polished instead of generic.
Bundles everything found on a prospect into one clean profile a salesperson can read before a call.
Fires off the right prep and follow-ups the moment an intro call gets booked, so nothing falls through the cracks.
Triggers the prep work whenever a proposal meeting is scheduled, so the team walks in ready instead of scrambling.
Sets a new customer's onboarding in motion as soon as the kickoff call is booked, automating the first-week checklist.
Pulls together the data needed for a feasibility review the moment it lands on the calendar, keeping the project on track.
Gets the finished work and notes ready whenever a client review is booked, so the meeting stays focused on feedback.
Automatically schedules and preps regular campaign check-ins so a marketing engagement never goes quiet on the client.
Kicks off the prep for each new quarter so goals and accounts are reset and ready before the period begins.
Pulls the quarter's numbers and wins into one review packet so leadership can see how things actually went.
Builds a fresh briefing two days before any meeting so attendees walk in current on the account and the agenda.
Researches who to meet and what to say ahead of a conference so a team makes the most of every booth and badge.
Spins up everything a brand-new client needs in one pass, replacing hours of manual account setup with a single run.
Gathers and tidies all the source material up front so the profile-building step runs clean and complete.
Produces a whole batch of prospect profiles at once, turning a list of names into ready-to-use research overnight.
Keeps the sales pipeline current whenever a prospect books a meeting, so the deal stage updates without manual edits.
Pulled over 1,400 mechanical and electrical contractor leads, wrote a tailored opener for each, and loaded them for outreach.
The full prospect-research-to-outreach workflow captured as one blueprint, now rebuilt to run as code and software agents.
The central conductor that runs each prospect through research, cleanup, and profile-building in the right order, hands-off.
Fills in the missing details on each contact so a sales list arrives complete and ready to use, not half-blank.
Pushes finished prospect research straight into shared spreadsheets and docs so the whole team works off one source.
Releases approved research to each client on their chosen cadence, daily to monthly, and sends the heads-up email automatically.
For an industrial real estate brokerage, builds a clean list of around 500 owner contacts across smaller markets in one run.
Searches for prospects by segment, saves them to one database, verifies every email address, and tracks each lead's status.
Keeps the sales team's outreach and proposal status updated automatically, so nobody loses track of where each deal stands.
For a multifamily real estate firm, reads every emailed file and labels it (offering memo, rent roll, appraisal) so deals stay organized.
For a multifamily real estate firm, turns a raw offering memo into a full deal folder with property notes and an underwriting sheet, start to finish.
For a multifamily real estate firm, builds a searchable database of over 8,000 properties with verified owners pulled from public county records.
For a multifamily real estate firm, reads each offering memo PDF and pulls the key numbers into a structured deal record automatically.
For a multifamily real estate firm, researches a single owner and builds a full profile with portfolio, history, and likelihood to sell.
For a multifamily real estate firm, the building blocks that research an owner, map their portfolio, and score how likely they are to sell.
For a multifamily real estate firm, reads any rent roll file and turns the unit list into clean, consistent rows ready for review.
For a multifamily real estate firm, pulls income and expense figures from an annual operating statement straight into the underwriting sheet.
For a property management firm, checks an applicant against public records, flags risks, and delivers a clear screening report to the team.
Writes and sends each client a clear weekly email summarizing the new records and results delivered that week.
Picks each client's strongest prospects to research next, so the team always works the best leads first.
Writes the tailored, client-specific section of each prospect report so it speaks directly to that client's goals.
Writes the opening summary of each prospect report so readers grasp who the company is in seconds.
Writes the lead-intelligence section of each prospect report, spelling out what makes a contact worth pursuing.
Writes the opportunity section of each prospect report, laying out exactly where the deal potential is.
Writes the signals section of each prospect report, highlighting the timing clues that a company is ready to act.
Writes the strategy section of each prospect report, recommending the best way to approach and win the deal.
Turns raw research into the clear insights and finished write-up that make each report easy to act on.
For a construction firm, pulls fresh bid opportunities into a single ranked report so the team chases the best jobs first.
For a real estate firm, scans your prospect list to surface the traits winning deals have in common, so outreach targets the right accounts.
Checks every morning that all of your scheduled automations are still set to run, so nothing quietly stops working overnight.
Watches your servers and automations around the clock, fixes common hiccups on its own, and alerts the team the moment something needs attention.
For a marketing team, pulls fresh leads into a clean, ready-to-send spreadsheet organized by segment, so campaigns launch in minutes.
Reports exactly what your AI tools are costing you, broken down by project and time period, so spending never drifts unnoticed.
A live dashboard showing whether every part of your business automation is running healthy, all in one glance.
For a multifamily owner, pulls each day's leasing activity from your property software and posts a clean summary to the team chat.
For a multifamily owner, combines leasing and phone activity into a daily team scoreboard, replacing a half hour of manual KPI entry.
For a multifamily owner, spots tenants leaving early and finds the screening patterns behind it, then sends a written report to the team.
For a multifamily owner, turns your property, owner, and lender database into clean spreadsheets your team can share and act on.
For a multifamily owner, measures how fast reps call back new leads and trends it by person and source, so slow follow-up gets caught.
Sends a daily snapshot of each client's pipeline, active leads, overdue follow-ups, and meetings booked, by email and team chat.
For a real estate firm, pulls property ownership records across a regional market counties on demand, so research that took hours happens in minutes.
For a property manager, turns a scheduling email into parsed guest stays, ready-to-go cleaning tasks, review text, and a tidy spreadsheet.
For a multifamily owner, runs the daily leasing helpers: application alerts, court checks, rep coaching, scoreboards, and move-out reports.
For a real estate firm, researches hundreds of property owners at once into ready profiles, picking up where it left off if interrupted.
Checks for due tasks every few minutes and runs them automatically, so recurring work gets done on time without manual effort.
For a marketing team, plans and times outreach so the right messages go out on the right days without manual queuing.
For a marketing team, the next version of the outreach planner, timing campaign sends automatically across your prospect segments.
For a construction firm, pulls new building permit filings from 750+ jurisdictions into one searchable list, filtered to the jobs you want.
For a construction firm, compares which buying signals actually turned into wins, so outreach focuses on the indicators that pay off.
Investigates a target company in depth, mapping its corporate structure, leadership, websites, and buying signals into one profile.
For a commercial brokerage, pulls hundreds of industrial property owners from county records into a clean prospect list.
For a commercial real estate brokerage, builds a fresh list of local industrial-space users with verified contacts to chase as leads.
For a general contractor, reads hundreds of local government meeting agendas and flags early signs of upcoming construction projects.
For a contractor, scans state water and wastewater funding lists to surface upcoming infrastructure jobs worth bidding on.
For a multifamily owner, pulls building ownership records straight from county property websites into one clean list.
For a property management firm, fills out each maintenance work order in their scheduling software automatically instead of by hand.
For a multifamily owner, checks county court records for criminal, civil, and eviction history to screen rental applicants.
For a multifamily owner, automatically fills in missing deal details like last sale price, owner, and parcel number from county records.
Builds a clean, secret-free snapshot of how our systems are wired so an outside advisor can review the setup.
For a marketing pipeline, books, cancels, and lists meeting slots on Calendly automatically so scheduling runs hands-free.
Logs every Calendly booking and cancellation into one record so the team can track how the lead funnel is performing.
Internal tool that runs several automated work sessions side by side so multiple projects move at once.
Internal tool that starts, parks, and wraps up work sessions so the team always knows what's in progress.
For a marketing pipeline, pulls fresh LinkedIn lead data and writes a tailored opening line for each prospect, in bulk.
For a marketing team, fills in company and LinkedIn details for new inbound leads from bookings and referrals automatically.
For a marketing team, gives a quick daily readout of the sales pipeline: counts by stage, recent activity, and what needs attention.
For an education compliance company, builds a clean spreadsheet of campaign options and sample leads for sign-off before launch.
For a marketing team, records each email sent to a lead, with date, subject, and summary, onto that lead's record in the CRM.
For a marketing team, writes a personalized first line for each cold email so outreach feels written by hand.
For a marketing team, pulls a 30-day summary of emails sent, opens, replies, and interested prospects into one clean readout.
For a marketing team, loads a fresh list of prospects into the outreach tool in large batches so campaigns can launch fast.
For a sales team, watches the inbox for interested replies, fills in company details, and files each one as a new lead in the CRM.
Reviews each new record and matches it to the right source entry automatically, so nothing has to be paired by hand.
Takes finished prospect research from outside teams and loads it into the central lead database, ready for outreach.
For a sales team, finds the right decision-makers at a target company, pulls their background, and confirms a working email.
An early version of our outreach and research workflow for a sales team, since rebuilt to run faster as code.
Reads each client's notes and fills in their company website details, setting up later research about their market.
For a property manager, turns monthly bank statement PDFs into categorized, matched entries ready to import into QuickBooks.
For a property manager, turns each guest stay into the right cleaning and inspection tasks, from arrival through departure.
For a sales team, searches and exports the lead database by client, segment, or campaign to see exactly who is in the pipeline.
For a multifamily investor, rebuilds the full property-database expansion sheet end to end in one run.
For a sales team, saves new prospect lists into the central database, keeping tags, campaigns, and research tied to each person.
Bulk-loads a client's discovered initiatives into their workspace so their project list is populated and ready on day one.
Invites a new client to the workspace, then sets up their private channel and adds the right people once they join.
Posts a message to any Slack channel or direct message, looking up the right person or channel automatically.
After a batch of records is generated, checks that every item is complete and correctly linked before anyone relies on it.
For a nonprofit, builds a review sheet with email templates and live sample previews so the team can approve outreach before it sends.
No proprietary lock-in. Columnline integrates with the systems AEC and CRE operators already run.
We plug into the software your leasing, property, and deal teams already live in.
Where the paperwork lives. We read it, sort it, and hand it back ready to approve.
The signals worth watching, gathered from public sources so your team does not have to.
The inbox is where most of the work starts and ends, so that is where we meet it.
The AI that reads, decides, and writes. A person stays in control of anything that ships.
The plumbing that makes it run every day, on time, without anyone pressing a button.
The full catalog organized into functional categories. Pick one to filter the catalog above, or ask the chat for examples.
Columnline builds AI systems for the people who own, operate, and build real estate. The work covers leasing, property accounting, deal underwriting, owner research, tenant operations, brokerage, and construction, and it plugs into the software you already run.
The approach is simple. We find the task where your team does the same thing over and over, we figure out exactly what goes in and what should come out, and we ship a focused system that handles it every day, with a person approving anything that matters. Then we move to the next one.
If there's a workflow eating your team's time, ask the chat what we'd build for you. It knows the full catalog and the backlog of ideas, and it can point to real examples.
Tell us the workflow that eats your team's time. We'll show you the closest thing we've already built and what it would take to do the same for your firm. No pitch deck, just a working session.