Founder Assistant

AI 决策助手

AI-generated insights, root causes and recommended actions across the portfolio.

Daily brief

claude-4.5-sonnet · 2 min read · 16h ago

AI generated

MRR 433k — watch Code Review AI AI cost structure

Northwind Labs closed yesterday with portfolio MRR at $432,832 (+6.6% MoM). AI spend is $50,278/mo (11.6% of revenue). Resume AI remains the weakest health signal (77/100) with 3 open incidents across the fleet.

MRR

$433k

AI Cost

$50k

DAU

19,289

Uptime

99.81%

Health

84

Incidents

3

New insights

6

Pending

12

Realized impact

$9.7K

Avg confidence

76%

Portfolio health

84

anomalyHighnew$1.1K

Code Review AI: AI cost spiked 43% in 3 days

Code Review AI AI spend moved from ~$87/day to ~$125/day ($3,758/mo), now 28.7% of its MRR.

Recommendation: Compress context to summaries, turn on prompt caching, and route low-stakes steps to a mini model.

Confidence88%
riskHighnew$14.5K

Support Desk AI churn at 4.7%

Support Desk AI blended monthly churn is 4.70%, well above the portfolio 3.51%.

Recommendation: Ship a guided activation checklist and offer a 14-day pause instead of hard cancel.

Confidence81%
opportunityMediumnew$4K

Analytics Copilot growth room on Pro → Team

Analytics Copilot is growing 32.6% MoM with ARPU $24. Conversion sits at 4.4%.

Recommendation: Trigger Team upgrade when a workspace exceeds 3 seats or 2k AI calls/week.

Confidence76%
riskCriticalnew$24.7K

Resume AI health score 77

Resume AI health is 77/100 with 2 open incidents, p95 478ms, error rate 0.2%.

Recommendation: Freeze risky deploys, enable canary on main, and harden the model fallback chain.

Confidence84%
optimizationMediumnew$888.00

Code Review AI gross margin only 67%

Code Review AI margin is 67.1% after $3,758 AI + $545 infra on $13,073 MRR.

Recommendation: Move batch workloads to cheaper models and right-size preview replicas.

Confidence79%
forecastMediumnew$60.3K

Portfolio runway ~71 months at current burn

Blended MRR $432,832 with AI+infra $73,300/mo. Cash proxy implies ~71 months runway before needing a raise or cut.

Recommendation: Cap AI budget at 12% of MRR portfolio-wide and review sunset candidates monthly.

Confidence72%
anomalyMediumacknowledged$17.9K

Invoice AI growth stalled at 2.2%

Invoice AI MoM growth is 2.2% versus portfolio 6.6%.

Recommendation: Shift 20% of Google Ads budget to EU/UK and refresh the top landing page.

Confidence74%
opportunityLowacknowledged$180K

Enterprise renewals concentrated next 45 days

Several high-ARR accounts renew within 45 days across Legal AI and CRM Copilot.

Recommendation: Book QBR calls and attach a usage report generated by Founder OS.

Confidence70%
forecastInfoacknowledged$173.00

Analytics Copilot: forecast on 227 DAU

Analytics Copilot shows a forecast signal — DAU 227, AI cost $738/mo, health 88.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence79%
riskMediumacknowledged$2.1K

Marketing OS: risk on 2,541 DAU

Marketing OS shows a risk signal — DAU 2,541, AI cost $10,054/mo, health 84.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence86%
anomalyInfoacknowledged$941.00

Translate Pro: anomaly on 1,193 DAU

Translate Pro shows a anomaly signal — DAU 1,193, AI cost $2,619/mo, health 87.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence84%
riskHighacknowledged$2.9K

Recorder AI: risk on 3,428 DAU

Recorder AI shows a risk signal — DAU 3,428, AI cost $8,143/mo, health 89.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence72%
anomalyMediumacted$1.2K

Invoice AI: anomaly on 2,170 DAU

Invoice AI shows a anomaly signal — DAU 2,170, AI cost $2,375/mo, health 85.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence77%
anomalyLowacted$720.00

Legal AI: anomaly on 2,504 DAU

Legal AI shows a anomaly signal — DAU 2,504, AI cost $9,378/mo, health 84.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence63%
anomalyHighacted$2.3K

Recorder AI: anomaly on 3,428 DAU

Recorder AI shows a anomaly signal — DAU 3,428, AI cost $8,143/mo, health 89.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence70%
opportunityHighacted$1.1K

Recorder AI: opportunity on 3,428 DAU

Recorder AI shows a opportunity signal — DAU 3,428, AI cost $8,143/mo, health 89.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence80%
optimizationLowacted$529.00

Code Review AI: optimization on 557 DAU

Code Review AI shows a optimization signal — DAU 557, AI cost $3,758/mo, health 87.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence69%
anomalyInfoacted$1.4K

Marketing OS: anomaly on 2,541 DAU

Marketing OS shows a anomaly signal — DAU 2,541, AI cost $10,054/mo, health 84.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence62%
optimizationHighacted$1.1K

Translate Pro: optimization on 1,193 DAU

Translate Pro shows a optimization signal — DAU 1,193, AI cost $2,619/mo, health 87.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence79%
forecastLowacted$1.3K

Legal AI: forecast on 2,504 DAU

Legal AI shows a forecast signal — DAU 2,504, AI cost $9,378/mo, health 84.

Recommendation: Inspect the linked dashboard panels and accept or dismiss after triage.

Confidence79%
MRR scenarios
12-month conservative / base / optimistic

Health leaders & laggards

Top 3

📚Docs Chat90
🎙️Recorder AI89
📊Analytics Copilot88

Bottom 3

📄Resume AI77
🎧Support Desk AI82
⚖️Legal AI84

Anomaly timeline

Recent risk and anomaly detections

High

Code Review AI: AI cost spiked 43% in 3 days

Code Review AI · ai.cost.daily

15h ago
High

Support Desk AI churn at 4.7%

Support Desk AI · revenue.churn

18h ago
Critical

Resume AI health score 77

Resume AI · eng.health

24h ago
Medium

Invoice AI growth stalled at 2.2%

Invoice AI · growth.mrr

1d ago
Medium

Marketing OS: risk on 2,541 DAU

Marketing OS · product.signal

2d ago
Info

Translate Pro: anomaly on 1,193 DAU

Translate Pro · product.signal

2d ago
High

Recorder AI: risk on 3,428 DAU

Recorder AI · product.signal

2d ago
Medium

Invoice AI: anomaly on 2,170 DAU

Invoice AI · product.signal

2d ago