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The AI task matrix

Every sales & marketing task. Three ways AI changes it.

137 tasks your sales and marketing people do today, and what each one looks like at the three rungs: an assistant you ask, an automation that runs on a trigger, and an agent that decides what to do and brings it to you for approval. Tap a rung to highlight it.

137 of 137 tasks

Prospecting & lead generationSales8 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Identifying target accounts and companiesRep's gut, old lists and driving the territory"Which 50 companies in my zip codes fit our best customers?"New companies matching your ICP are added to the CRM weeklyBuilds and re-ranks the target list from wins, fleet data and territory
Researching companies (size, industry, needs)30 to 60 minutes per account on Google and LinkedInOne-page account brief on requestEvery new account is researched and briefed on creationKeeps every target's brief current and flags what changed
Finding decision makers at target companiesCalling the front desk and asking who handles copiers"Who owns print and IT at Acme?"Buying committee pulled from ZoomInfo when an account is createdMaps the whole buying committee and spots the missing role
Looking up contact info (email, phone)Guessing email formats; buying stale listsFinds and verifies one contact on requestEmails and direct dials enriched when a contact is addedRe-verifies contact data before every outreach step
Building and maintaining prospect listsSpreadsheets that are out of date within a monthBuilds a list from a plain-English descriptionLists refresh nightly from fit and intent criteriaMaintains lists, removes movers and adds look-alikes
Qualifying inbound leadsWhoever picks up the form fill, whenever they see itScores a lead against your criteria when askedEvery inbound lead is scored and routed in minutesResearches, qualifies and books qualified leads straight onto the rep's calendar
Monitoring trigger events (hires, expansions)Hearing about a move after a competitor already has"Any news on my top 20 accounts this week?"Alerts when a target hires, moves, raises money or opens a siteWatches every account and drafts the right play for each trigger
Territory mapping and account prioritizationA wall map and a whiteboardRanks a territory on requestPriority scores update as accounts changeRebalances territories and tells each rep where to spend this week

Outreach & first contactSales9 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Cold callingDialing one number at a time; mostly voicemailCall script and opener tailored to the prospectParallel dialer only connects live conversations (e.g. ConnectAndSell)Sequences who to call, when, and preps the rep for each connect
Cold emailing (writing, personalizing, sending)Copy-pasted template sent in batchesWrites a personalized email on requestEmails send when a contact enters a sequenceWrites, sends, adapts and stops each thread based on replies
LinkedIn connection requests + messagingManual clicks when the rep remembersDrafts a connection noteConnection requests queue from target listsRuns the LinkedIn cadence and hands warm replies to the rep
Crafting personalized outreach per prospectSwap the first name and hit sendPersonalizes from the account briefPersonal line generated for every contact in a listPicks the angle per person from role, trigger and history
Following up on no-responses (2nd, 4th touch)Usually never happensDrafts the follow-upFollow-ups fire on schedule until a replyVaries channel and message and knows when to stop
Managing multi-channel sequencesSticky notes and memoryDesigns a sequence on requestEmail, call and LinkedIn steps run on a timerAdjusts each prospect's sequence based on engagement
Leaving voicemailsImprovised message, 40 times a dayWrites a 20-second voicemail scriptVoicemail drops pre-recorded per campaignChooses when a voicemail beats an email for each prospect
Responding to inbound inquiriesReply when someone gets to it, often the next dayDrafts the replyInstant reply and booking link on every inquiryAnswers questions, qualifies and books the meeting 24/7
Trade show / event follow-upA stack of badge scans that goes coldDrafts follow-ups from booth notesScans import with a follow-up sequence the same dayPrioritizes booth leads and personalizes from the conversation

Relationship building & nurturingSales8 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Engaging with prospects on social mediaOccasional likes when there's timeSuggests comments on a prospect's postsAlerts when target contacts postEngages daily on the posts that matter most to your pipeline
Sending relevant content to prospectsRarely, and the same PDF for everyonePicks the right article for a contactContent sends when a contact hits a stage or interestChooses and sends content matched to each prospect's situation
Check-in calls/emails with warm prospectsWhenever the rep remembersDrafts a check-in with contextCheck-ins scheduled after X days of silenceDecides who needs a touch and writes it in the rep's voice
Remembering personal details for rapportThe rep's memory, which leaves with them"What do I know about Dana before this call?"Personal details pulled from calls into the contact recordSurfaces the right detail at the right moment before every meeting
Congrats on promotions, job changesMissed almost every timeDrafts the congratulationsJob-change alerts create a congrats taskSends the note and opens a new-account play at the new company
Holiday and seasonal touchpointsA generic card list once a yearDrafts seasonal messagesSeasonal touches scheduled by segmentPersonalizes touches and skips anyone mid-negotiation
Networking at events / business groupsShow up, hand out cards, hopePre-event brief on who will be thereAttendees imported and matched to accountsPlans who to meet and follows up with each person afterwards
Asking for and managing referralsRarely asked, never trackedDrafts the referral askReferral asks fire after a happy milestoneIdentifies your best referral sources and runs the ask and thank-you
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Discovery & qualificationSales8 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Scheduling discovery callsSix emails back and forth to find a timeSuggests times and drafts the inviteBooking link and confirmations in every sequenceNegotiates the time with the prospect and books it
Preparing for discovery callsSkim the website in the parking lotPre-call brief: fleet, contracts, org chart, likely painsBrief lands in the rep's inbox an hour before each callBuilds the brief and the three questions most worth asking
Running discovery callsAll human; notes on a legal padSuggests follow-up questions after the callAI notetaker joins every meeting automaticallyFlags buying signals and gaps live, so the rep stays in the conversation
Taking notes during/after callsLegal pad, typed up days later (or never)Summarizes a recording on requestEvery call transcribed and summarized automaticallyExtracts pains, timeline, budget and next steps into the deal
Logging call notes in CRMTyped in back at the office, if ever"Log this call to Dana's record"Call summaries post to HubSpot automaticallyUpdates contact, deal and tasks from what was actually said
Qualifying opportunitiesGut feel about whether it's realScores the deal against your frameworkQualification fields filled from call notesTells you which deals are real and why the others aren't
Identifying all stakeholdersDiscovered late, usually when the deal stalls"Who else is involved in this decision?"Stakeholders mapped from email and meeting participantsSpots the missing decision-maker and suggests how to reach them
Understanding competitive landscapeAsking the prospect who they useCompetitive brief for this accountCompetitor mentions tagged from calls and emailsBuilds a displacement plan from the incumbent's contract and weaknesses

Presentations & demosSales6 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Scheduling demosEmail tennis with the prospect and a specialistFinds a time for everyoneRound-robin booking includes the specialistCoordinates attendees, prep and reminders end to end
Preparing customized presentationsRebuilding last month's deck for two hoursTailors the deck from call notesDeck pre-filled from the deal recordBuilds the story from their pains, fleet and industry
Running product demosAll humanLive cheat-sheet of their pains during the demoDemo recorded and summarizedSuggests the next thing to show from their reactions
Coordinating with technical resourcesHallway conversations and textsDrafts the handoff to the engineerTech resource auto-assigned by deal typeBriefs the engineer and books them with the right context
Post-demo follow-up with recapA recap three days later, if at allDrafts the recap from the recordingRecap sends automatically after the meetingSends the recap, answers open questions and sets next steps
Creating leave-behind materialsGeneric brochureBuilds a one-pager for this customerLeave-behind generated from the dealAssembles a tailored packet with their numbers and case studies

Proposals & quotingSales7 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Gathering requirementsWalk the building with a clipboardTurns walk-through notes into requirementsMeter and fleet data pulled into the dealCompiles requirements from calls, meter data and the site visit
Building quotes and pricingSpreadsheets and calls to the leasing deskSuggests configuration and priceQuote built from templates and price booksBuilds good-better-best options within your margin rules
Writing proposal documentsThree to five days of formattingDrafts the proposal from notesProposal generated when the deal hits a stageWrites a branded proposal in minutes for you to approve
Getting internal pricing approvalsChasing the sales manager for a signatureSummarizes the deal for the approverApproval routing by discount levelPre-checks margin, routes and chases approval
Sending proposals + tracking opensEmailed PDF, then waiting and wonderingDrafts the cover emailTracked proposal with open alertsFollows up based on who opened it and which page they read
Following up on sent proposals"Just checking in" a week laterDrafts a value-add follow-upFollow-up fires if not viewed or no replyPicks the right follow-up based on viewing behavior
Revising proposals from feedbackRebuild from scratchApplies requested changesNew version generated from change requestsRevises, re-prices and resends with changes highlighted

Negotiation & closingSales6 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Handling objectionsWinging it in the momentObjection answers for this buyer typeObjection library served from past won dealsPreps objections and counters before the call from win/loss history
Negotiating pricing and termsExperience and nerveModels pricing and lease scenariosGuardrails flag deals outside margin rulesProposes trade-offs that protect margin and win the deal
Contract review coordinationEmailing redlines back and forthSummarizes contract changesContract routed to legal automaticallyCompares redlines to your standards and flags the risk
Getting signaturesPrinted, signed, scanned, emailedDrafts the signature requestE-signature sent at the right stageChases signatures and reminds every signer
Managing buyer approval processRep guesses where the deal is stuckMaps their approval stepsMutual close plan with dated tasksMonitors the close plan and alerts when a step slips
Closing the deal / getting POAll humanClose-plan checklist on requestPO and paperwork tasks created at verbal yesFlags risk when the champion goes quiet; the rep asks for the business

Account management & expansionSales8 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Onboarding new customersA welcome call and a binderDrafts the onboarding planOnboarding tasks and emails fire at closeRuns onboarding and escalates anything behind schedule
Check-in calls with existing customersWhen something breaksPre-call summary of service historyCheck-ins scheduled by account tierDecides which customers need attention from tickets and usage
Identifying upsell/cross-sell opportunitiesNoticed by accident"Which accounts are ready for managed IT?"Alerts when meter volume outruns the contractFinds expansion opportunities across the base and drafts each play
Managing contract renewalsCalendar reminders, often missedRenewal summary for an accountRenewal tasks fire 12, 9 and 6 months outPrepares each renewal with usage, risk and a recommended offer
Handling customer issues/escalationsWhoever answers the phoneSummarizes the account history instantlyEscalations routed by severityTriages the issue and loops in the right person with context
Quarterly business reviewsDays of building slides; often skippedBuilds the QBR deckQBR deck auto-generated each quarterWrites the QBR story with usage, savings and a recommendation
Tracking customer satisfactionAn annual survey nobody readsSummarizes sentiment for an accountSurvey after every service ticketDetects churn risk from tickets, tone and usage
Getting testimonials / case studiesAsked for awkwardly, rarelyDrafts the askAsk fires after a great review or milestoneFinds happy customers and drafts the case study for approval

CRM & administrativeSales10 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Logging all activity in HubSpotTyped in at the end of the week"Log this to HubSpot"Emails, calls and meetings log automaticallyKeeps the whole record accurate without anyone typing
Updating deal stages and pipelineUpdated right before the pipeline meetingSuggests the right stageStage changes on activity triggersMoves deals based on what actually happened
Creating and managing tasks/remindersPost-it notesCreates tasks from a sentenceTasks created from call notes and emailsPlans the rep's day in priority order
Keeping contact/company records currentNobody's jobUpdates a record on requestEnrichment refreshes records on a scheduleDetects job changes and duplicates and fixes them
Running pipeline reportsExported to Excel every FridayAnswers a pipeline question in plain EnglishDashboards refresh and email automaticallyExplains what changed and what to do about it
Forecasting revenueReps' optimism times a guessForecasts from current pipelineWeighted forecast updates dailyPredicts from deal behavior and flags the deals that won't close
Cleaning up stale deals and dead contactsQuarterly purge, if everLists stale deals on requestStale-deal alerts after X days idleRevives or closes stale deals with a reason
Calendar managementManual jugglingFinds time and drafts invitesBuffers and travel time added automaticallyProtects selling time and books around it
Expense reports and travelShoebox of receiptsCategorizes receiptsReceipts captured and coded automaticallyFiles the report and flags policy exceptions
Internal meetings (reviews, 1:1s)Unstructured, no notesBuilds the 1:1 agenda from pipelineMeeting notes and actions capturedPrepares coaching points from each rep's calls and deals

Content & communicationSales6 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Writing email templatesWritten once in 2019Writes templates on requestTemplates tested and rotatedImproves templates from reply-rate data
Creating/customizing sales collateralMarketing request, two-week waitTailors collateral on requestCollateral variants per industry generatedProduces collateral for each deal from its details
Posting on LinkedIn (personal brand)Almost neverDrafts a post in your voicePosts scheduled weeklyWrites a posting plan from your wins and industry news
Sharing company content on socialSporadic resharesSuggests what to shareCompany posts queued to reps automaticallyPicks content per rep and audience
Writing case studies / success storiesMaybe one a yearDrafts from install notesDraft generated when a project closesInterviews the data, writes the story and routes it for approval
Internal deal summaries for handoffHallway handoff to service and adminWrites the handoff summaryHandoff summary created at closeBriefs service, admin and billing with everything they need

Intelligence & learningSales6 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Reading industry news and trendsSkimming newslettersSummarizes the week's newsDaily digest of relevant newsConnects news to specific accounts and suggests a play
Monitoring competitor activityRumors from customersCompetitor brief on requestAlerts on competitor news and pricingTracks competitor moves in your territory and drafts responses
Learning new product featuresReading spec sheetsExplains a product in plain EnglishFeature updates pushed to repsCoaches the rep on which features matter to which customers
Sales training and skill developmentAnnual training dayRole-plays a call on requestCall-review clips assigned weeklyScores calls and coaches each rep on their weakest skill
Reviewing win/loss dataNever formally reviewedAnalyzes a lost dealWin/loss survey after every closeFinds win/loss patterns and changes the playbook
Staying current on prospect industriesLearned on the jobIndustry primer before a meetingIndustry briefs refresh monthlyTailors talk tracks by industry automatically

Autonomous prospectingSales7 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Deciding when a lead is ready for outreachReps call whoever is next on the listChecks whether a lead has what outreach needsLeads only enter outreach once enriched and verifiedHolds, enriches or releases each lead to the right sequence
Sequencing touches over weeksA calendar of remindersDesigns the sequenceSteps fire on a timerRewrites the sequence as prospects engage
Coordinating email, phone and LinkedIn touchesChannels run by different people, if at allPlans the channel mixChannels coordinated so touches don't collideChooses the next best channel for each prospect
Sorting and triaging repliesEvery reply read by a repClassifies a reply on requestReplies auto-tagged: interested, not now, wrong personActs on each reply: books, reschedules, reroutes or unsubscribes
Tuning your ideal customer profile from resultsSet once, never revisitedAnalyzes who convertsICP scores recalculate monthlyShifts targeting toward what's actually closing
Finding new prospects on LinkedInManual searchingFinds prospects matching a descriptionSaved searches add new matches weeklySweeps LinkedIn for new fits and starts outreach
Running the whole prospecting motion (SDR role)A junior hire who churns in 12 monthsHelps an SDR with each stepThe SDR's routine steps run automaticallyAn AI SDR researches, reaches out, follows up and books meetings for reps

Content creation & strategyMarketing10 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Writing LinkedIn postsOwner writes one when inspiredDrafts a post in the brand voicePosts drafted weekly from a content planPlans, writes and schedules posts from wins and news
Writing blog articlesAn agency writes generic postsDrafts an article from an outlineArticles drafted on a calendarPicks topics from search demand and writes to brand standards
Writing email campaignsMonthly newsletter nobody opensDrafts a campaignCampaigns drafted by segment on scheduleBuilds campaigns per segment and optimizes from results
Researching topics and ideasStaring at a blank pageSuggests topics on requestTopic ideas generated weekly from trendsChooses topics that will rank and convert
Planning the content calendarSpreadsheet started in January, abandoned by MarchBuilds a calendar on requestCalendar fills from topic and campaign plansKeeps the calendar full, balanced and on-message
Keeping brand voice consistentDepends on who wrote itRewrites copy in the brand voiceEvery draft checked against the voice guideEnforces voice across every channel automatically
Reviewing content qualityThe owner proofreads at nightCritiques a draftQuality gate scores every piece before publishFixes issues itself and escalates only what needs judgment
Creating lead magnetsNever gets doneDrafts a guide or checklistLead magnet generated per campaignBuilds the offer, the landing page and the follow-up
Writing video scriptsOwner improvises on cameraWrites a scriptScripts drafted from blog postsTurns every big piece into scripts and cutdowns
Designing carousels and graphicsCanva at 11pmDesigns a graphic on requestGraphics generated with each postProduces on-brand visuals for every channel

Publishing & distributionMarketing6 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Publishing to LinkedInPosting manually, often lateSchedules a postPosts publish on scheduleChooses the best time and format per post
Posting across platformsCopy-paste to each networkAdapts a post per platformOne post fans out to every platformTailors and times each platform's version
Publishing blogs to the websiteEmailing the web personFormats a post for HubSpotApproved posts publish to HubSpot automaticallyPublishes, links and updates older posts
Adding images to postsStock photo searchSuggests an imageImage generated at publishPicks imagery that performs for each audience
Sending email campaignsManual send, when rememberedBuilds the email in HubSpotCampaign sends on scheduleChooses send time and audience per contact
Producing the newsletterMonthly scrambleAssembles the issueNewsletter compiled from the month's contentCurates each reader's version

SEO & content optimizationMarketing7 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Tracking keyword rankingsChecked occasionally, if at allChecks rankings on requestRankings tracked weekly with alertsActs on ranking drops with content fixes
Analyzing competitor content gapsNever doneCompares you to a competitorGap report generated monthlyPlans content to close the biggest gaps first
Auditing and scoring blog contentNever doneAudits a postEvery post scored on a scheduleRewrites weak posts and tracks the result
Adding FAQ schema for AI answersUnknown to most teamsWrites FAQ schema for a pageSchema added to every new pageKeeps schema aligned with how buyers ask AI assistants
Building internal linksRandomSuggests links for a postLinks added at publishMaintains the site's link structure
Writing meta descriptionsLeft blankWrites one on requestMeta descriptions generated for every pageTests and improves them from click data
Keyword researchGuessworkResearches keywords for a topicKeyword list refreshed monthlyChooses keywords by local intent and value

Social media managementMarketing5 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Managing the LinkedIn inboxMessages missed for weeksDrafts repliesMessages triaged and taggedReplies, qualifies and books meetings
Responding to post commentsSporadicDrafts a replyComment keywords trigger a DM or lead magnetEngages every commenter and routes the hot ones to sales
Running LinkedIn outreach campaignsManual connection requestsWrites the campaign messagesCampaign runs on scheduleTargets, messages and hands warm leads to reps
Tracking post performanceEyeballing likesSummarizes performancePerformance tracked per postShifts the plan toward what actually performs
Adapting content for each platformOne version everywhereRewrites for a platformVariants created per platformOptimizes each platform's version from its results

Website & landing pagesMarketing4 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Building website pagesAgency project, six-week waitDrafts a pagePages generated from a briefBuilds, tests and improves pages from conversion data
Optimizing the site for search and AI answersOnce, at launchAudits a pageSite-wide fixes on a scheduleContinuously improves pages for Google and AI assistants
Writing design briefsLong email to a designerWrites the briefBrief generated from the campaignCoordinates design work end to end
Optimizing website copyWritten once, never touchedRewrites copyCopy variants tested automaticallyKeeps improving copy from what converts

Analytics & reportingMarketing4 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Reporting on content performanceScreenshots in a slide deckAnswers "what's working?"Dashboard refreshes automaticallyExplains results and recommends next moves
Building monthly marketing reportsA day a month of copy-pasteBuilds the reportReport emailed monthlyWrites the narrative and the recommendation
Monitoring news and trendsSkimming newslettersSummarizes the newsDaily digestTurns news into content and sales plays
Connecting marketing to revenue"We think it's working"Attributes a deal on requestSource tracked on every dealShows which activity produced revenue and reallocates effort

Ad campaignsMarketing4 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Writing ad copyThe agency writes three versionsWrites ad variantsVariants generated per audienceWrites, tests and retires ads by performance
Building LinkedIn ad campaignsRarely attemptedSets up a campaignCampaigns launch from a templateBuilds, targets and adjusts budget daily
Tracking ad performanceMonthly agency reportSummarizes resultsPerformance alertsShifts spend to what converts
Building retargeting audiencesNot doneDefines an audienceAudiences sync from CRM segmentsBuilds audiences from buying signals

Campaign orchestrationMarketing4 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Launching multi-channel campaignsWeeks of coordinationPlans the campaignCampaign assets and steps generated togetherRuns the campaign across channels and reports back
Writing campaign briefsBlank documentDrafts the briefBrief templates by campaign typeWrites the brief from goals and past results
Getting content approvedEmail chainsSummarizes changes for the approverApproval workflow routes every piecePre-approves low-risk items and escalates the rest
Producing content in bulkImpossible with one personDrafts a batchBatches generated on scheduleProduces a quarter of content in a day for review

Knowledge & brand intelligenceMarketing4 tasks

TaskTodayAssistant · you askAutomation · a trigger runs itAgent · it decides, you approve
Maintaining the company knowledge baseScattered across drives and headsAnswers questions from your docsNew docs indexed automaticallyKeeps the knowledge base current and flags gaps
Defining the brand storyUnwrittenDrafts a brand storyStory framework applied to every assetEvolves the story from what resonates with customers
Researching industry experts and sourcesRarely doneFinds experts and sourcesExpert research refreshed monthlyBuilds relationships with the sources that matter
Monitoring competitor contentOccasional look at their websiteCompetitor content summaryAlerts on new competitor contentResponds to competitor moves with your own content
Where does your team sit?

Which of these 137 is costing you the most?

Tell us the three tasks that eat the most of your team's week. We score them against this matrix and send back which rung each belongs on, what it is worth, and the first three to move, in order.

  • A written score for each task, from Today to Agent
  • The first three moves, ranked by hours and revenue at stake
  • No call required. A person reads every one.
Prefer to self-assess? Take the 22-question AI Assessment

Questions about the matrix

AI assistant vs AI agent vs automation: what is the difference?

An assistant answers when you ask, so you are the trigger every time. An automation runs when something else happens, such as a new lead or a closed deal, so nobody has to remember. An agent decides what matters and acts on it, and a person approves before anything goes out.

Which sales and marketing tasks should a team hand to AI first?

Start with high-volume tasks that already have a clear trigger: logging calls and notes to the CRM, researching new accounts, and follow-ups after a meeting. They move straight to the automation rung, where the time saved shows up in weeks.

How do I find out which of these tasks my team should automate?

Quantum's AI Assessment maps your team's actual week against this matrix and ranks the tasks by hours saved and revenue at risk, so you know which rung each one belongs on and what to do first.

Task list: Quantum's sales and marketing automation matrices (89 sales, 48 marketing). The Today column describes the typical historical approach, not any specific company.