Selected Engagements

Real coaching cases · every judgment is traceable.

The cases below are anonymized / pseudonymized; detailed data and legal structures are governed by NDAs. Deep Program clients receive a full review report.

AI Knowledge-Workflow SaaS · Series A US$80M
AI Applications & Data Services
2027Shenzhen / San Francisco

AI Knowledge-Workflow SaaS · Series A US$80M

At the track-selection stage, the platform used counter-scenarios to surface 3 fatal assumptions (data wall, customer implementation cycle, regulatory risk). The founding team pivoted within 6 months and ultimately closed its Series A.

Due-diligence time saved

62%

Valuation multiple

9.3x

ARR at 36 months

$24M

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Industrial Cobot Arm · Pre-A US$15M
Advanced Manufacturing
2027Suzhou / Munich

Industrial Cobot Arm · Pre-A US$15M

Facing a European market-entry decision, the platform delivered a 3-country compliance timeline + tariff scenarios + channel profit-share sensitivity, averting a flawed plan to set up a German subsidiary.

Compliance advisory saved

$420K

Valuation revision

+38%

First delivery

T+5 mo

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Cardiovascular Consumable · Angel US$6M
Healthcare & Devices
2028Shanghai / Boston

Cardiovascular Consumable · Angel US$6M

By laying out the NMPA registration path and FDA 510(k) timeline in parallel, the team avoided duplicate validation and compressed an 18-month regulatory path to 11 months.

Regulatory path cut

-39%

First clinical sites

8

Valuation multiple

5.7x

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Sodium-Ion Storage Integration · Series A US$45M
Green & Energy Materials
2028Ningde / Paris

Sodium-Ion Storage Integration · Series A US$45M

Choosing between lithium and sodium, the platform used a 6-dimension cost-path model + 3-country tariff sensitivity to justify a narrow-band entry strategy: sodium-ion + C&I energy storage.

Entry niche

C&I storage

Gross margin

27.4%

First-year orders

$12M

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Enterprise Operations Agent · Seed US$8M
Enterprise Software & Automation
2029Beijing / Singapore

Enterprise Operations Agent · Seed US$8M

Targeting 'mid-market operations automation' — avoiding both consumer and mega-enterprise — the team validated its PMF hypothesis through 30 targeted customer interviews.

Targeted interviews

30

PMF signal

92%

ACV

$58K

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Cross-Border Logistics Data Hub · Series A US$30M
AI Applications & Data Services
2029Hangzhou / Rotterdam

Cross-Border Logistics Data Hub · Series A US$30M

Using a 5-country customs-compliance timeline + a data-flow risk map, the team cut the clearance-failure rate from 4.7% to 0.6%.

Clearance-failure rate

↓ 87%

Customer retention

94%

ARR at 24 months

$11M

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