Prosecution Insights
Last updated: April 19, 2026
Application No. 17/510,254

ARTIFICIAL INTELLIGENCE (AI)-BASED MULTI-LEVEL PERSUASIVE REFERENCE FOR INDEPENDENT INSURANCE SALES AGENT

Final Rejection §112
Filed
Oct 25, 2021
Examiner
CHEN, ALAN S
Art Unit
2125
Tech Center
2100 — Computer Architecture & Software
Assignee
Lucas Gc Limited
OA Round
2 (Final)
91%
Grant Probability
Favorable
3-4
OA Rounds
2y 11m
To Grant
97%
With Interview

Examiner Intelligence

Grants 91% — above average
91%
Career Allow Rate
1025 granted / 1126 resolved
+36.0% vs TC avg
Moderate +6% lift
Without
With
+6.3%
Interview Lift
resolved cases with interview
Typical timeline
2y 11m
Avg Prosecution
22 currently pending
Career history
1148
Total Applications
across all art units

Statute-Specific Performance

§101
12.7%
-27.3% vs TC avg
§103
20.8%
-19.2% vs TC avg
§102
37.5%
-2.5% vs TC avg
§112
19.9%
-20.1% vs TC avg
Black line = Tech Center average estimate • Based on career data from 1126 resolved cases

Office Action

§112
Notice of Pre-AIA or AIA Status The present application, filed on or after March 16, 2013, is being examined under the first inventor to file provisions of the AIA . Response to Arguments The objections the Drawings, Specification and Claims are withdrawn based on the amendment filed on 12/16/2025. Applicant’s arguments in light of the amendment filed on 12/16/2025, with respect to prior art rejection have been fully considered and are persuasive as they incorporated previously indicated allowable subject matter. The 35 U.S.C. 102 rejection of claims 21-25 and 31-35 have been withdrawn. However, in the manner in which the previously indicated allowable subject matter was incorporated into the independent claims cause is indefinite as indicated in the 35 U.S.C. 112 rejection below. Claim Objections Claim 40 is objected to because of the following informalities: missing period. Appropriate correction is required. Claim Rejections - 35 USC § 112 The following is a quotation of 35 U.S.C. 112(b): (b) CONCLUSION.—The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the inventor or a joint inventor regards as the invention. The following is a quotation of 35 U.S.C. 112 (pre-AIA ), second paragraph: The specification shall conclude with one or more claims particularly pointing out and distinctly claiming the subject matter which the applicant regards as his invention. Claims 21-25, 27-35 and 37-40 are rejected under 35 U.S.C. 112(b) or 35 U.S.C. 112 (pre-AIA ), second paragraph, as being indefinite for failing to particularly point out and distinctly claim the subject matter which the inventor or a joint inventor (or for applications subject to pre-AIA 35 U.S.C. 112, the applicant), regards as the invention. Claims 21 and 31 recites the limitation "the robotic persuasive reference" in. There is insufficient antecedent basis for this limitation in the claim. First, it is unclear how the feedback attributes can include “feedback information for the robotic persuasive reference” when the last limitation of “generating a personalized robotic persuasive reference” has not been invoked yet. Second, it is unclear if “the robotic persuasive reference” is identical and referencing ‘a personalized robotic persuasive reference’. To expedite prosecution, Examine assumes “the robotic persuasive reference” is referencing to the later invoked “a personalized robotic persuasive reference” and that “the feedback information for the robotic persuasive reference” is available only after “generating a personalized robotic persuasive reference”. Claims 22-25, 27-30, 32-35 and 37-40 are rejected as being dependent upon a rejected base claim. Allowable Subject Matter Claims 21-25, 27-35 and 37-40 would be allowable if rewritten to overcome the rejection under 35 U.S.C. 112 set forth in this Office action. Conclusion Applicant's amendment necessitated the new ground(s) of rejection presented in this Office action. Accordingly, THIS ACTION IS MADE FINAL. See MPEP § 706.07(a). Applicant is reminded of the extension of time policy as set forth in 37 CFR 1.136(a). A shortened statutory period for reply to this final action is set to expire THREE MONTHS from the mailing date of this action. In the event a first reply is filed within TWO MONTHS of the mailing date of this final action and the advisory action is not mailed until after the end of the THREE-MONTH shortened statutory period, then the shortened statutory period will expire on the date the advisory action is mailed, and any nonprovisional extension fee (37 CFR 1.17(a)) pursuant to 37 CFR 1.136(a) will be calculated from the mailing date of the advisory action. In no event, however, will the statutory period for reply expire later than SIX MONTHS from the mailing date of this final action. Any inquiry concerning this communication or earlier communications from the examiner should be directed to ALAN CHEN whose telephone number is (571)272-4143. The examiner can normally be reached M-F 10-7. Examiner interviews are available via telephone, in-person, and video conferencing using a USPTO supplied web-based collaboration tool. To schedule an interview, applicant is encouraged to use the USPTO Automated Interview Request (AIR) at http://www.uspto.gov/interviewpractice. If attempts to reach the examiner by telephone are unsuccessful, the examiner’s supervisor, Kamran Afshar can be reached at (571) 272-7796. The fax phone number for the organization where this application or proceeding is assigned is 571-273-8300. Information regarding the status of published or unpublished applications may be obtained from Patent Center. Unpublished application information in Patent Center is available to registered users. To file and manage patent submissions in Patent Center, visit: https://patentcenter.uspto.gov. Visit https://www.uspto.gov/patents/apply/patent-center for more information about Patent Center and https://www.uspto.gov/patents/docx for information about filing in DOCX format. For additional questions, contact the Electronic Business Center (EBC) at 866-217-9197 (toll-free). If you would like assistance from a USPTO Customer Service Representative, call 800-786-9199 (IN USA OR CANADA) or 571-272-1000. /ALAN CHEN/Primary Examiner, Art Unit 2125
Read full office action

Prosecution Timeline

Oct 25, 2021
Application Filed
Jun 14, 2025
Non-Final Rejection — §112
Dec 16, 2025
Response Filed
Mar 23, 2026
Final Rejection — §112 (current)

Precedent Cases

Applications granted by this same examiner with similar technology

Patent 12596942
BLACK-BOX EXPLAINER FOR TIME SERIES FORECASTING
2y 5m to grant Granted Apr 07, 2026
Patent 12596084
MACHINE LEARNING FOR HIGH-ENERGY INTERACTIONS ANALYSIS
2y 5m to grant Granted Apr 07, 2026
Patent 12596929
INTEGRATED CIRCUIT WITH DYNAMIC FUSING OF NEURAL NETWORK BRANCH STRUCTURES BY TOPOLOGICAL SEQUENCING
2y 5m to grant Granted Apr 07, 2026
Patent 12591777
PARSIMONIOUS INFERENCE ON CONVOLUTIONAL NEURAL NETWORKS
2y 5m to grant Granted Mar 31, 2026
Patent 12585930
NPU FOR GENERATING FEATURE MAP BASED ON COEFFICIENTS AND METHOD THEREOF
2y 5m to grant Granted Mar 24, 2026
Study what changed to get past this examiner. Based on 5 most recent grants.

AI Strategy Recommendation

Get an AI-powered prosecution strategy using examiner precedents, rejection analysis, and claim mapping.
Powered by AI — typically takes 5-10 seconds

Prosecution Projections

3-4
Expected OA Rounds
91%
Grant Probability
97%
With Interview (+6.3%)
2y 11m
Median Time to Grant
Moderate
PTA Risk
Based on 1126 resolved cases by this examiner. Grant probability derived from career allow rate.

Sign in with your work email

Enter your email to receive a magic link. No password needed.

Personal email addresses (Gmail, Yahoo, etc.) are not accepted.

Free tier: 3 strategy analyses per month