CRAWLER DESIGNATION
NIMIT KHURANA
CLASS: Senior Product Manager
SUBCLASS: Knowledge & AI Grounding · Service Cloud @ Salesforce
14+ years building products across automotive, consulting, marketplaces, e-commerce, and SaaS. Currently leading Knowledge Base Management for Salesforce Service Cloud — shipped Enterprise Knowledge, Unified Knowledge, AI grounding, and self-generated knowledge from cases (+$5M AOV and 5 net-new customers worth ~$2M each).
Previously: Senior PM at Amazon (Brand Experience, +$50M OPS, GenAI review summarization, A/B bar-raiser), VP Product at NestAway (30-eng team, ML rent predictor, Zero Deposit), Principal Consultant at PwC, and Product Manager at TATA Motors (Indica Vista, Safari Storme, Indica EV).
[ CURRENT CRAWLER LEVEL ]
[ /CHARACTER/POWERS ]
POWER SHEET
Skills the Crawler has acquired. Ranks 1–10. The kind of things recruiters control-F for.
AI Proficiency
Technical
// AI/ML product strategy, LLMs, model evaluation
Knows when to use ML vs rules vs LLMs. Speaks fluent data-scientist. Has shipped models to production and lived to tell.
Product Strategy
Leadership
// Vision, roadmapping, prioritization, OKRs
Translates messy reality into a roadmap a CEO can read in 30 seconds. RICE, JTBD, North Star — uses them, doesn't worship them.
Team Management
Leadership
// Leading cross-functional teams, mentoring, hiring
Has unblocked engineers at 11pm and given hard feedback at 11am. Believes a calm Slack message beats a panicked meeting.
UX Design
Craft
// User research, prototyping, design partnership
Will draw the wireframe themselves if it ships the meeting faster. Knows when to defer to a real designer (often).
Stakeholder Communication
Communication
// Exec narratives, executive presence, alignment
Can turn a 40-slide deck into one paragraph. Can also turn that paragraph back into a 40-slide deck if your VP demands it.
Data Literacy
Technical
// SQL, A/B testing, analytics, ML metrics
Writes their own SQL. Reads their own dashboards. Asks the data scientist hard questions before the EM does.
Technical Collaboration
Technical
// API design, system thinking, eng partnership
Reads PRs, draws sequence diagrams, and never says "just add a button" without checking what's underneath.
Customer Empathy
Craft
// User research, customer interviews, voice of customer
Has sat through 200+ user calls without flinching. Believes "the customer is always right" is wrong, but listening to them never is.
[ /CHARACTER/CRAWL_LOG ]
CRAWL LOG
Every level-up since Lv 01. Powers gained, jobs taken, degrees earned. The dungeon keeps the receipts.
- 01LV 0120172017Career Start
Entered the Dungeon
// First Employer — TODO(user)
Crawler instantiated. No starting class. Issued a laptop, a Confluence login, and the vague directive to "drive impact."
[Unlocked]:Product Strategy I — learned what a roadmap is🎁 Achievement: First Standup SurvivedCareer Start - 02LV 0220182018Year Survived
Year One Cleared
// TODO(user)
Discovered that "ship it" and "ship it well" are different RPGs. Picked up data literacy as a side quest.
[Unlocked]:Data Literacy I — learned SQL out of self-defense[+]:Product Strategy → 2🎁 Achievement: First A/B TestYear Survived - 03LV 0320192019New Working Place
Crossed to a New Floor
// TODO(user)
Switched companies. Discovered that every team's "best practices" are someone else's technical debt.
[Unlocked]:Stakeholder Comms I — survived first exec review[+]:Data Literacy → 3🎁 Achievement: Onboarded Without CryingNew Working Place - 04LV 0420202020Milestone
Shipped a 0-to-1 Product
// TODO(user)
Took something from "wouldn't it be cool if..." to revenue. The dungeon does not reward this with rest. The dungeon rewards this with more roadmap.
[Unlocked]:Customer Empathy I — did 50 user interviews[+]:Product Strategy → 4 · Stakeholder Communication → 3🎁 Achievement: First $1M ARRMilestone - 05LV 0520212021Degree Earned
Acquired Credential
// TODO(user) — degree / certification
Earned a new piece of paper. The dungeon system has acknowledged it. Recruiters now use a different tier of LinkedIn message.
[Unlocked]:UX Design I — finally stopped calling everything "the UI"[+]:Customer Empathy → 4🎁 Achievement: Diploma EquippedDegree Earned - 06LV 0620222022New Working Place
Joined an AI-Native Team
// TODO(user)
First job where "the model is part of the product." Learned to ship under uncertainty when the model itself is the variable.
[Unlocked]:AI Proficiency I — shipped your first ML feature[+]:Technical Collaboration → 4 · Data Literacy → 5🎁 Achievement: First Model in ProductionNew Working Place - 07LV 0720232023Milestone
Led First Team
// TODO(user)
Got direct reports. Discovered that "managing up" was the easy part. Started writing 1:1 docs. Became insufferable about them.
[Unlocked]:Team Management I — first direct report[+]:Stakeholder Communication → 6 · AI Proficiency → 5🎁 Achievement: First 1:1 Doc TemplateMilestone - 08LV 0820242024Milestone
Shipped LLM-Powered Feature
// TODO(user)
The model decides things. The model is wrong sometimes. Learned to design for graceful failure and to instrument everything twice.
[+]:AI Proficiency → 7 · UX Design → 6 · Technical Collaboration → 6🎁 Achievement: User Said "It Just Works"Milestone - 09LV 0920262026Milestone
Currently Crawling
// TODO(user)
Active on the surface dungeon. Powers stable. Accepting new quests, audience requests, and good memes. Currently looking for the next floor.
[+]:AI Proficiency → 9 · Product Strategy → 9 · Customer Empathy → 9 · Stakeholder Communication → 9 · Team Management → 8🎁 Achievement: Lv 09 ReachedMilestone
[ /CHARACTER/PERSONALITY ]
ALSO INCLUDED IN BUILD
Personality, taste, and a working sense of humor. Not on the resume. Definitely on the team.
[ /SYSTEM/CALL_TO_ACTION ]
REQUEST AUDIENCE WITH THE CRAWLER
Hiring? Building something AI-shaped? Want to argue about LLM evaluation? The Crawler accepts incoming transmissions.