Team Overview

Org-level readout across output, efficiency, execution, and web-backed coaching context. Generated March 31, 2026.

Preview only. Team KPIs stay neutral until the missing source exports are loaded.

Org KPIs Tier map Research Open Sprint Dashboard

Organization snapshot

Leadership-level team scan across output, efficiency, meeting presence, and critical flags.

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PRs (90d)

GitHub export required

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AI Spend (90d)

Claude + Cursor + OpenAI exports required

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Linear Completion

linear_data.json required

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Active Engineers

Preview keeps the org neutral

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Sentry Open

sentry_data.json required

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Dark / At-Risk

Disabled in preview mode

Critical flags

Auto-generated from GitHub, spend, Linear, and meeting signals.

Critical flags stay off in preview mode so missing sources do not masquerade as performance problems.

Output vs efficiency

The tier map remains the quickest way to separate elite, calibrate, and attention clusters.

High output · Low cost = Elite ↗

↖ Low output · Low cost

High output · High cost ↘ calibrate

↙ Low output · High cost = Attention

← Low Weighted OutputHigh Weighted Output →

Vertical axis: $/PR (top = efficient · bottom = expensive)

Linear completion

Execution consistency by engineer.

Sumedh

0%

T1

Ashish

0%

T1

Avetis

0%

T1

Aaryan

0%

T3

Federico

0%

T1

Pranav

0%

T2

Harshiv

0%

T3

Kalpan

0%

T3

Andrew

0%

T1

Darius

0%

T3

Gabriele

0%

T3

Tarun

0%

T3

Alex

0%

T2

Aidan

0%

T3

Loki

0%

T1

AI spend by engineer

90-day spend with $/PR context.

Meeting presence

Visibility score from Otter-derived attendance and mentions.

Engineer	Meetings Attended	Times Mentioned	Visibility Score	Role
Sumedh invisible	0	0	0	Founding Eng
Ashish invisible	0	0	0	Founding Eng · Infra + Voice A
A2Z2 invisible	0	0	0	SWE Intern
Avetis invisible	0	0	0	Founding Eng · McLeod
Aaryan invisible	0	0	0	SWE Intern · Cursor
Federico invisible	0	0	0	Founding Eng · Zones + Helm
Pranav invisible	0	0	0	Head of Product
Harshiv invisible	0	0	0	SWE · RFP Module
Kalpan invisible	0	0	0	SWE
Andrew invisible	0	0	0	Founding Eng · Frontend
Darius invisible	0	0	0	SWE Intern · Remote
Gabriele invisible	0	0	0	Head of AI/Automations
Tarun invisible	0	0	0	SWE
Alex invisible	0	0	0	Chief Growth Officer
Len invisible	0	0	0	Chief of Staff
Aidan invisible	0	0	0	Head of Marketing / TruckWorld
Loki invisible	0	0	0	CEO

Otter attendance is still an undercount when speakers are labeled generically.

Web-backed research

Research summaries loaded from the existing Perplexity-backed coaching pipeline when available.

No Perplexity-backed research is loaded yet. Run scripts/generate_coaching.py with PERPLEXITY_API_KEY to surface web-backed guidance here.