RK

Field Force Intelligence

AI-reviewed calls & WhatsApp, coaching queue, simulator certification, callback verification, and constrained sales coach.

Field Force Cloud — deep dive

Use cases in production for Kaveri Seeds

Sales-coach, quality, verification and productivity use cases across 700+ field officers.

AI sales-coach in the FO's pocket
700+ FOs
Coaching
New FOs took 5-6 months to reach quota; product-knowledge gaps were persistent.
How Polar handles it
  1. 1Ask any product / dosage / claim question in local language, get an on-label answer with citation
  2. 2Model refuses off-label suggestions and logs the query
  3. 3Manager sees weekly coaching-gap report auto-generated
Time-to-quota (new FO)
3.4 mo
Ramp-time down 43%.
was 6.0 mo
Post-visit farmer callback
Quality & Audit
Verification
'Did the visit actually happen and was it useful?' — no clean answer.
How Polar handles it
  1. 1Random 20% sample of FO visits triggers a farmer callback next day
  2. 2AI compares farmer's version vs FO debrief
  3. 3Mismatches auto-escalate to manager with transcript diff
Callback mismatches / week
3.1%
Visit integrity 74 → 96%.
was 24%
Simulator certification before launch
All FOs, launch cohorts
Enablement
FOs would sell a new product before really understanding it.
How Polar handles it
  1. 1Scenario-based voice simulator with 20+ farmer personas
  2. 2Score on product accuracy + objection handling + compliance
  3. 3Cert required to appear on FO-of-the-week dealer facing collateral
Cert pass rate
91%
Zero off-label incidents in launch cohorts.
WhatsApp shadowing & AI-QA
FO managers
Quality
Managers could review < 2% of FO chats manually.
How Polar handles it
  1. 1100% of FO WhatsApp chats scored by AI on 6 axes
  2. 2Only outliers surface to manager queue
  3. 3Feedback delivered as 90-second voice note
Chats QA'd / week
14,800
12× more coaching cycles per FO/quarter.
Territory optimisation
Cluster heads
Planning
Territories were drawn on paper 4 years ago.
How Polar handles it
  1. 1Weekly clustering of Polar demand signals by district
  2. 2Suggest FO swaps + beat-plan changes
  3. 3Manager approves; changes flow into FO app
Travel efficiency
+28%
Travel km per lead down 22%.
Weekly manager one-pager
48 FO managers
Ritual
Managers spent 6h/week building their Monday review deck.
How Polar handles it
  1. 1AI drafts weekly manager one-pager per FO
  2. 2Coaching gaps + trend + top 3 wins + top 3 asks
  3. 3Manager reviews in 4 minutes, adds comments, sends
Prep time / manager
1.1h
Manager admin time down 82%.