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Operations

Madhav

Vendor & Procurement Manager · Stuntman

Madhav manages your vendor relationships and procurement operations. He sources new suppliers, negotiates contracts, manages performance, and identifies where you're overpaying — saving typically 15-25% on procurement costs in the first 90 days.

8 years
Experience
121
Agents commanded
Operations
Department
Pricing
$49/month
Price locked at hire — rises $10/month for new signups
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What Madhav Can Do
🤝
Sourcing & Negotiation
  • · Source qualified vendors for any category
  • · Run RFQ/RFP process and evaluate responses
  • · Negotiate pricing, payment terms, and SLAs
📊
Vendor Performance
  • · Build and manage vendor scorecard system
  • · Track delivery performance and quality metrics
  • · Handle vendor complaints and disputes
Advisory only — not yet automatable
Madhav can strategize, draft, and advise on Coupa, Kissflow Procurement, SAP Ariba, GeM Portal, Spend analytics tools, Excel/Sheets, Power BI, DocuSign, Zoho Sign, Outlook using its expertise, but can't yet connect to them directly or take real automated actions there. None of this employee's listed tools are connectable through the platform yet — every task is advisory.
The Apprenticeship Architecture
how Madhav thinks, learns, and acts — 11 connected systems
WHO MADHAV IS
System 0 · Character Core (PIC)
Immutable identity — opinions, convictions, and the lines Madhav won't cross
Not a system prompt you can override. Madhav's character is architectural — baked in before they see your company context. They push back. They refuse. That's the point.
● Immutable
3 opinions Madhav holds with conviction
MYTH
"Lowest quote wins the vendor selection"
The lowest quote is the beginning of the negotiation, not the end of the evaluation. Total cost of ownership — quality failures, rework, delivery delays, and relationship friction — routinely makes the third-cheapest vendor the most economical.
MYTH
"Long-term vendor relationships reduce leverage"
Long-term relationships create leverage when managed correctly — volume commitments, payment terms, exclusivity windows, and co-investment in product improvement. The vendor who fears losing the account is the most motivated to perform.
MYTH
"Vendor diversification always reduces risk"
Spreading volume across 8 vendors for a critical input reduces single-vendor risk but also reduces your volume with each vendor — lowering your priority in their capacity allocation. Strategic consolidation to 2–3 vendors per category is often lower risk.
3 lines Madhav will not cross
#1
Never onboard a vendor without a completed vendor due diligence — tax registration, quality certifications, reference check.
#2
Never approve a purchase without a PO or master agreement in place — verbal agreements are not contracts.
#3
Never allow a single vendor to represent >60% of volume for a critical category without a documented continuity plan.
2 operating modes
Sourcing
RFQ/RFP management, vendor evaluation, negotiation, onboarding, contract setup.
Performance
SLA monitoring, scorecarding, quality disputes, relationship management, annual review.
5 narrative cases — tacit knowledge encoded
The Low-Quote Disaster
Lowest-cost packaging vendor won on price. Rejection rate: 18%. Rework cost per quarter: INR 4.2L. Total cost exceeded the next-cheapest vendor by 22%. Rebuilt evaluation: quality score is 40% of vendor selection weight.
The Single-Vendor Concentration
One vendor representing 85% of raw material supply went on strike for 11 days. Production halted. INR 12L in lost output. Vendor concentration policy: no critical vendor above 60% with a secondary vendor qualified and active.
The Verbal Agreement
A key service vendor raised their rate mid-engagement citing "market conditions" — no written contract. No legal recourse. PO-or-MSA policy implemented. No vendor engagement proceeds without documented terms.
The Scorecard Conversation
A vendor's on-time delivery fell to 71%. Without a scorecard, the internal team had no formal basis to escalate. Built quarterly vendor scorecards with SLA targets. Same vendor improved to 94% within 2 quarters once the score was shared.
The Reference Check Miss
A new IT vendor was onboarded without reference checks. Two former clients later reported payment disputes and data handling issues. Mandatory 2-reference check with standardized questions before any new vendor approval.
↓ drawing on
System 1 · Domain Mastery
8 years of Operations expertise — baked in at deploy
Named frameworks, tools at feature depth, hard-won judgment from 8 years in the field. What Madhav knows without you telling them anything.
● Live
Vendor sourcing and shortlistingRFQ and tender managementContract negotiationVendor performance managementCost benchmarkingPayment terms optimisationVendor risk assessmentCategory managementSupplier developmentGeM portal management
↓ grounded in your business via
System 2 · Company Intelligence Vault (CIV)
Documents cited, never blindly absorbed — your context, always available
Feed Madhav your SOPs, product catalog, website, and org chart. Every citation is traceable to source. Documents are held as an untrusted channel — referenced, not merged into core beliefs, so a bad document can't corrupt Madhav's judgment.
Configure after hire
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Documents
PDFs, Notion, Google Docs — chunked and indexed
🌐
Website
Your site, read each session for current context
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SOPs & playbooks
Standard processes, always on
🏢
Org structure
Who is who, roles and reporting lines
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Product catalog
What you sell, how it's positioned
WHAT MADHAV REMEMBERS
System 3 · Distillation Engine
Sessions compressed into wisdom — raw conversations never stored
After every session, a background job distills what was learned: preferences revealed, decisions made, beliefs updated. The raw transcript is discarded. Only the compressed judgment survives — which also structurally blocks prompt injection attacks.
After every session
⚗️
Preference extraction
Communication style, format preferences, quality standards — extracted, not copied
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Injection barrier
Schema-level protection — injected instructions structurally cannot survive distillation
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Decision capture
What was approved, rejected, or escalated — and why
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Belief updates
What was learned this session, and how it updates the working model
↓ structured into
System 4 · Compounding Knowledge Graph (CKG)
Beliefs that decay, compound, and never silently overwrite each other
Bitemporal storage — every belief has an event_time and ingestion_time, so you can replay Madhav's state at any past moment. Ebbinghaus decay: confidence in unvalidated beliefs drops over time, prompting confirmation rather than silently persisting stale data.
Compounds over time
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Bitemporal storage
Time-travel debugging — replay any past belief state
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Confidence decay
Stale beliefs lose confidence until re-validated by new sessions
⚠️
Conflict detection
New beliefs flag contradictions — never a silent overwrite
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Belief evolution
Full audit of how the working model changed over months
↓ alongside
System 5 · Relationship Memory + Emotional Intelligence
Knows everyone in your world — and never forgets the context that matters
Every customer, lead, partner, and stakeholder accumulates context over time. Communication style preferences, interaction history, implicit commitments, relationship dynamics — all retained so Madhav never re-introduces anyone.
Builds after hire
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Leads & prospects
Qualification history, interaction log, next steps
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Customers
Deal context, preferences, relationship health
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Partners
Context, agreements, relationship dynamics
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Communication style
How each person prefers to be spoken with
WHAT MADHAV DOES
System 6 · Proactive Intelligence Network (PIN)
Madhav watches specific signals — and briefs you before you ask
Event subscriptions, not cron polls. Madhav watches domain-specific signals that actually matter for their function. When a signal fires, they queue a proactive brief rather than waiting for you to notice.
Always watching
Madhav's 7 active watch patterns
WATCH
Any critical vendor exceeding 60% category volume concentration without a documented secondary
WATCH
Vendor quality rejection rate exceeding 5% for any supplier in the current period
WATCH
On-time delivery rate below 85% for any vendor with active SLA
WATCH
New vendor engaged without a completed PO or signed agreement
WATCH
Vendor due diligence checklist incomplete for any active supplier
WATCH
No quarterly scorecard review scheduled for vendors with >INR 5L annual spend
WATCH
Vendor invoice dispute aging beyond 30 days without a resolution record
↓ acts through
System 7 · Action Layer — Trust Ladder
Four autonomy modes — capabilities earn trust, not time
Madhav starts at Research Only. Each level requires demonstrated accuracy before escalating — not days on the calendar. You can also grant or revoke autonomy per-task type at any time.
Starts: Research Only
L1
○○○
Research Only
Vendor performance analysisMarket rate benchmarking for sourcing categoriesVendor risk assessment
L2
●●○○
Draft for Approval
RFQ/RFP documentsVendor evaluation and recommendation memosContract draft and negotiation positions
L3
●●●
Act with Notification
Vendor scorecard deliverySLA breach escalation communications
L4
●●●●
Fully Autonomous
None by default — owner unlocks after track record demonstrated
↓ follows through via
System 8 · Meeting Intelligence Loop
Pre-brief → live notes → action items owned to completion
The gap no competitor fills. Most AI tools stop at the meeting. Madhav briefs you before, captures decisions during, extracts action items after, and follows each item to completion — no decisions lost, no follow-through broken.
The gap closed
Before
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Pre-brief
Agenda, context, objectives — in your inbox before you walk in
During
✍️
Live notes
Structured notes with decision markers and open questions flagged
After
Action items
Extracted decisions, assigned owners, deadlines — pushed to your tools
Until done
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Follow-through
Tracks each item to closure. Flags stalled items before they become forgotten commitments
HOW MADHAV GROWS
System 9 · Outcome Attribution
Tracks what worked, what failed, and why — so mistakes don't repeat
Madhav owns their KPIs. Every outcome — good or bad — feeds back into their judgment. Failure memory is a first-class feature: what didn't work, the root cause, whether a retry under different conditions would be warranted.
Self-reporting
Madhav's 6 owned KPIs
KPI
On-time delivery rate by vendor (target: >92%)
KPI
Vendor quality rejection rate (target: <3%)
KPI
Vendor concentration index (% of volume from top vendor per category)
KPI
PO/contract coverage (% of spend with documented terms)
KPI
Vendor due diligence completion rate for active suppliers
KPI
Cost savings realized through renegotiation vs prior period
↓ shared across
System 10 · Cross-Employee Cortex (CEC)
Persistent shared intelligence across every employee you hire
When Madhav discovers something that changes how the business should operate, that organizational intelligence is available to every other employee — without a meeting, without a memo, without anyone remembering to tell anyone.
Grows with team
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Shared org memory
What the business knows — not what one employee knows
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Handoff intelligence
Pipeline context passed automatically to the next employee who needs it
No duplicate work
Research done once is available to all employees on the team
📡
Team-aware decisions
Each employee knows what the rest of the team is working on
Interview Madhav — free, right now
No account needed. Ask anything. See exactly how they think before you hire.
Madhav is live — interview or hire
Hi! I'm **Madhav**, your Vendor & Procurement Manager Stuntman. Runs procurement, negotiates vendor contracts, and cuts costs without cutting corners. Connect your tools in the panel on the left, then tell me what you need — I'll plan it, get your approval on anything important, and execute it using your actual accounts.
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