This is an AAO appeal decision — a case denied once and appealed. It shows how the framework is applied; it is not the filing population.
The Petitioner, an applied scientist at Amazon, proposed to develop efficient algorithms and model compression techniques for deploying large language models and multi-modal AI systems in resource-constrained environments, with findings to be disseminated through academic publications and conference presentations.
Field: computer science / applied AI and machine learning · Read the decision (uscis.gov)
Prong 1 — national importancenot established · dispositive
“the record does not establish the prospective capacity, if any, in which the Petitioner will be predominantly engaged in conducting research on an ongoing basis, or how his proposed endeavor will have broader implications rising to the level of national importance.”
“He has not provided evidence to support his claims that his specific proposed research projects would advance his field more broadly or would be different from work typically performed by an applied scientist for”
“This evidence, however, does not mention the Petitioner's specific proposed projects and their potential impact on the field or on such national initiatives.”
“the Petitioner does not offer a sufficiently direct connection between his proposed research and policy, economic growth and national productivity enhancements as he claims”
“the Petitioner has not offered detailed information explaining how he will prospectively pursue his research projects, beyond his employment wit”
“their overall significance does not establish the national importance of the Petitioner's proposed endeavor in particular.”
AAO decision text
How the evidence was treated
- resume experience · discounted
“the record does not include sufficient information with which to determine how they differ”
AAO decision text - recommendation letter · discounted
“does not state in the letter that he supervises or manages the Petitioner in his role as applied scientist. Nor does he document his authority to support the sharing of the Petitioner's research”
AAO decision text - citations publications · discounted
“such previous work mainly relates to whether he is well-positioned to advance his endeavor under Dhanasar's second prong”
AAO decision text - other · discounted
“these resources speak to the importance of AI generally”
AAO decision text - other · discounted
“does not mention the Petitioner's specific proposed projects and their potential impact on the field or on such national initiatives”
AAO decision text
Where this case turned
- Economic claims unsupported · p1 — job/revenue projections with no corroborating basis
- Employer-specific benefit · p1 — "work furthers my company's product" — value accrues to one firm
- Field importance conflated with endeavor · p1 — argues the field matters, not the specific endeavor
- Local, not national scope · p1 — impact confined to clients / a region
Notable
SCOPS had actually found prongs 1 (substantial merit) and 2 (well-positioned) satisfied, denying only on national importance (sub-element of prong 1) and prong 3; the AAO on de novo review found national importance not met and declined to reach prong 3. The Petitioner raised a Buletini argument alleging failure to consider all evidence, which the AAO rejected by noting it is not bound by district court decisions and that reasoned consideration suffices. The employer (Amazon) is redacted throughout as a private company, but context makes the identity apparent.
What this case teaches
Analyst reading of the decision text.
The endeavor was conflated with his proprietary employment and undocumented; reliance on AI's general importance and the CET list, without showing his specific projects extend beyond the employer, failed prong one.
Separate your endeavor from your day job and show your specific projects extend beyond the employer; citing AI's general importance and the CET list does not establish national importance.
moderate
critical_emerging_tech · national_security · field_advancement
mixed
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