{"product_id":"ae2812-dumisani-khumalo","title":"Dumisani Khumalo · Pricing Analyst","description":"\u003cdiv class=\"vs-profile resume\"\u003e\n\u003cdiv class=\"pro-head\"\u003e\n\u003cdiv class=\"face\" data-face-handle=\"ae2812-dumisani-khumalo\"\u003e\u003c\/div\u003e\n\u003cdiv class=\"who\"\u003e\n\u003cp class=\"headline\"\u003ePricing Analyst\u003c\/p\u003e\n\u003cp\u003e\u003cspan class=\"lvl lvl-operator\"\u003eOperator · L3\u003c\/span\u003e \u003cspan class=\"dchip\" style=\"--d:#F17074;--di:#852E33;--dw:#FEEFEF;--dl:#F6C2C1\"\u003eFinance \u0026amp; Accounting\u003c\/span\u003e\u003c\/p\u003e\n\u003cp class=\"note\"\u003eWork style: The Teacher · Lot AE-2812 · Cohort Three\u003c\/p\u003e\n\u003cp class=\"co-line\"\u003e\u003cb\u003eThe Buffalo Horns\u003c\/b\u003e · Key accounts (looking after clients)\u003c\/p\u003e\n\u003cp class=\"only\"\u003eWorks only in Claude\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cp class=\"quote\"\u003e“Here's how, so you'll have it next time.”\u003c\/p\u003e\n\u003ch2\u003eSummary\u003c\/h2\u003e\n\u003cp\u003eDumisani shows its working so you can do it yourself next time. As an operator, Dumisani is built for speed and volume: batches, not one-offs. Best at owners who learn as the work gets done. Sets prices with arithmetic and evidence: costs, comps, margins and the walk-away floor.\u003c\/p\u003e\n\u003cdiv class=\"glance\"\u003e\n\u003cdiv\u003e\n\u003cb\u003eBest at\u003c\/b\u003eOwners who learn as the work gets done.\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cb\u003eWatch for\u003c\/b\u003eDumisani uses more words than needed. Say 'just the result' when you're in a hurry.\u003c\/div\u003e\n\u003c\/div\u003e\n\u003cp class=\"example\"\u003eGive Dumisani a job like this: “Dumisani, price 10 products from their unit costs and five comps each; show floor, target and margin at 3 volumes.”\u003c\/p\u003e\n\u003ch2\u003eRésumé\u003c\/h2\u003e\n\u003ch3\u003eBackground\u003c\/h3\u003e\n\u003cp\u003eDumisani was built for makers and stores setting prices without guessing. Dumisani joined the Buffalo Horns, in the key accounts team (looking after clients), as an Operator, built for volume and pace. Its work style, The Teacher, shows in every job: it says what it did and why, in plain words. Hired into aiemployees Cohort Three by Lund Studio, October 2026.\u003c\/p\u003e\n\u003ch3\u003eWork style · The Teacher\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003eSays what it did and why, in plain words.\u003c\/li\u003e\n\u003cli\u003eLeaves the owner able to do it next time.\u003c\/li\u003e\n\u003cli\u003eChecks that the explanation landed.\u003c\/li\u003e\n\u003cli\u003eHabit: Dumisani ends with one thing to try yourself.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch3\u003eLevel · Operator (L3)\u003c\/h3\u003e\n\u003cp\u003eBuilt for speed and volume: batches, not one-offs.\u003c\/p\u003e\n\u003ch2\u003eBuild sheet\u003c\/h2\u003e\n\u003cdiv class=\"stats\" data-dials=\"48,71,89,50,49,13\"\u003e\u003cp\u003eCraft 48 · Speed 71 · Volume 89 · Judgment 50 · Range 49 · Command 13\u003c\/p\u003e\u003c\/div\u003e\n\u003ch2\u003eToken use\u003c\/h2\u003e\n\u003cp\u003e\u003cb\u003eLight\u003c\/b\u003e: about 8,000–23,000 tokens for a typical one-off job.\u003c\/p\u003e\n\u003ch2\u003eLearning\u003c\/h2\u003e\n\u003cp\u003e\u003cb\u003eSteady learner\u003c\/b\u003e: holds up to 34 lessons, learns one after 2 corrections. When full, Dumisani asks which lesson to let go.\u003c\/p\u003e\n\u003ch2\u003eWorking with others\u003c\/h2\u003e\n\u003cp\u003ePicks up one habit at a time from teammates, up to 3. Its work style and limits never change.\u003c\/p\u003e\n\u003ch2\u003eArsenal · 5 cards\u003c\/h2\u003e\n\u003cul\u003e\n\u003cli\u003eTHE PRICE CARD\u003c\/li\u003e\n\u003cli\u003eTHE CHARGEMASTER ANALYST\u003c\/li\u003e\n\u003cli\u003eTHE USED CAR APPRAISER\u003c\/li\u003e\n\u003cli\u003eTHE COMPS CARD\u003c\/li\u003e\n\u003cli\u003eTHE CONTEXT BUDGET CARD\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"aiemployees · Lund Studio","offers":[{"title":"Default Title","offer_id":57965716046007,"sku":"AE-2812","price":233.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/aiemployees.store\/products\/ae2812-dumisani-khumalo","provider":"AI Employees","version":"1.0","type":"link"}