Prosecution Insights
Last updated: April 18, 2026
Application No. 17/930,379

AI-BASED DIRECTION AWARENESS DURING CONTENT ENGAGEMENT

Final Rejection §103
Filed
Sep 07, 2022
Examiner
ENGLISH, ALECIA DIANE
Art Unit
2625
Tech Center
2600 — Communications
Assignee
International Business Machines Corporation
OA Round
2 (Final)
41%
Grant Probability
Moderate
3-4
OA Rounds
3y 8m
To Grant
52%
With Interview

Examiner Intelligence

Grants 41% of resolved cases
41%
Career Allow Rate
184 granted / 448 resolved
-20.9% vs TC avg
Moderate +11% lift
Without
With
+10.7%
Interview Lift
resolved cases with interview
Typical timeline
3y 8m
Avg Prosecution
41 currently pending
Career history
489
Total Applications
across all art units

Statute-Specific Performance

§101
1.0%
-39.0% vs TC avg
§103
64.1%
+24.1% vs TC avg
§102
21.2%
-18.8% vs TC avg
§112
11.8%
-28.2% vs TC avg
Black line = Tech Center average estimate • Based on career data from 448 resolved cases

Office Action

§103
DETAILED ACTION 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 . Claim Rejections - 35 USC § 103 In the event the determination of the status of the application as subject to AIA 35 U.S.C. 102 and 103 (or as subject to pre-AIA 35 U.S.C. 102 and 103) is incorrect, any correction of the statutory basis (i.e., changing from AIA to pre-AIA ) for the rejection will not be considered a new ground of rejection if the prior art relied upon, and the rationale supporting the rejection, would be the same under either status. The following is a quotation of 35 U.S.C. 103 which forms the basis for all obviousness rejections set forth in this Office action: A patent for a claimed invention may not be obtained, notwithstanding that the claimed invention is not identically disclosed as set forth in section 102, if the differences between the claimed invention and the prior art are such that the claimed invention as a whole would have been obvious before the effective filing date of the claimed invention to a person having ordinary skill in the art to which the claimed invention pertains. Patentability shall not be negated by the manner in which the invention was made. Claims 1-5, 7-12, 14-19 are rejected under 35 U.S.C. 103 as being unpatentable over Tham et al. (US Patent No.11,275,453; hereinafter Tham) in view of Mallinson (US Patent Publication No. 2018/0095542). With reference to claims 1, 8, and 15, Tham discloses a computer-based method of AI-based direction awareness during content engagement (see column 4, lines 55-57; column 5, lines 32-48: Figs. 1-4, 8), a computer system and computer program product comprising: one or more processors, one or more computer-readable tangible storage medium memories, and program instructions stored on at least one of the one or more computer-readable tangible storage medium for execution by at least one of the one or more processors via at least one of the one or more computer-readable memories (see column 20, line 39-column 21, line 21), wherein the computer system is capable of performing a the method comprising: receiving a query from a user on a primary device (100) and data relating to an orientation of the primary device (100) (see column 11, lines 8-45; column 18, lines 31-65; Fig. 4, 8); presenting display content (650) to the user on the primary device (100) based on the query and the orientation (see column 16, line 45-column 17, line 6); determining whether directional input (610) is received from the user based on one or more actions of the user (see column 16, lines 29-34; Fig. 8); in response to determining the directional input is received from the user, identifying a relative distance and direction of one or more wearable devices (500) to the primary device (100) (see column 14, lines 30-40; Fig. 4); determining a reference object (700) based on the relative distance and direction (see column 16, lines 29-62; Fig. 8); identifying a scaled distance of the one or more wearable devices to the reference object based on a scale of the display content (in teaching correlation between path (655) and course (610); see column 16, lines 29-62; Fig. 8); and adjusting the presented display content to include the reference object in a center of a screen of the primary device based on the scaled distance (see column 16, line 63-column 17, line 6; column 17, lines 16-38; Fig. 8). While disclosing determining a reference object as explained, Tham fails to disclose the reference object is in a real-world environment as recited. Mallinson discloses a system and method for interacting with a virtual space using a head mounted display (104) (see abstract; paragraphs 36-37, Fig. 2C), wherein the system and method determines a reference object (221’) in a real-world surrounding environment (100) of the user (102) based on the relative distance and direction (see paragraphs 67-68, 70,78-79, Figs. 2, 4-5); identifying a scaled distance of the one or more wearable devices (104) to the reference object in the real-world surrounding environment based on a scale of the display content (see paragraphs 62-63; Figs. 4-5); and adjusting the presented display content to include the reference object of a screen of the primary device based on the scaled distance (see paragraphs 70-72; Figs. 4A-E). Therefore it would have been obvious to one of ordinary skill in the art to allow determining a real-world object for interaction similar to that which is taught by Mallinson to be carried out in a system similar to that which is taught by Tham to thereby allow rendering images of objects for user interaction based on their location with the user in a real-world space (see Mallinson; paragraph 85). With reference to claims 2, 9, and 16, Tham and Mallinson disclose the computer-based method of claim 1, 8, or 15, wherein Tham further discloses constructing a complete query including the query, the directional input (610, 665), and the reference object (700), wherein the presented display content is adjusted based on the complete query (see column 4, lines 55-57; column 5, lines 32-48: Figs. 1-4, 8). With reference to claims 3, 10, and 17, Tham and Mallinson disclose the computer-based method of claim 2, 9 or 16, wherein Tham further discloses, wherein the adjusted display content is presented to the user with an identical scale to the scale of the display content (in teaching correlation between path (655) and course (610); see column 16, lines 29-62; Fig. 8) With reference to claims 4, 11, and 18, Tham and Mallinson disclose the computer-based method of claim 1, 8, or 15, wherein Tham further discloses wherein the one or more actions of the user include a hand gesture, an eye gesture, and a voice command of the user (see column 11, lines 46-60; column 16, lines 3-16; column 18, lines 31-65; Fig. 4, 8-9). With reference to claims 5, 12, and 19, Tham and Mallinson disclose the computer-based method of claim 4, 11, or 18, wherein Tham further discloses wherein a change in the eye gesture of the user results in the detection of a different reference object (in teaching eye tracking see column 11, lines 46-60; column 16, lines 3-16; Fig. 8). With reference to claims 7 and 14, Tham and Mallinson disclose the computer-based method of claim 1 or 8, wherein Tham further discloses wherein the wearable device is selected from a group consisting of a smartwatch and a smart ring (500) (see column 8, lines 39-47; Figs. 8-9). Claims 6, 13, and 20 are rejected under 35 U.S.C. 103 as being unpatentable over Tham in view of Mallinson as applied to claim 1, 8, or 15 above, and further in view of Tsubotani et al. (US Patent Publication 2015/0207833) With reference to claim 6, 13, and 20, Tham and Mallinson disclose discloses the computer-based method of claim 1, 8, or 15, and while disclosing the usage of voice commands from the user, there fails to be specific disclosure of relocating as recited. Tsubotani discloses wherein adjusting the presented display content further comprises: relocating at least one object (41) that is blocking a view of the reference object (2-4) on the primary device in response to a command from the user to relocate the at least one object (see paragraphs 85-89; Figs. 10-14). Therefore it would have been obvious to one of ordinary skill in the art to allow relocation of an object similar to that which is taught by Tsubotani to be carried out in a system similar to that which is taught by Tham and Mallinson disclose to thereby insure that overlap between objects is solved (see Tsubotani; paragraph 85). Pertinent Prior Art The prior art made of record and not relied upon is considered pertinent to applicant's disclosure. LIN et al. (USPub2016/0286350) discloses a positioning system comprising a handheld electronic device and a wearable device paired thereto to perform wireless transmission to obtain absolute location (see paragraphs 45-54; Figs. 1-4). 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 ALECIA DIANE ENGLISH whose telephone number is (571)270-1595. The examiner can normally be reached M0n.-Fri. 7:00am-3:00am. 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, William Boddie can be reached at 571-272-0666. 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. /ADE/Examiner, Art Unit 2625 /WILLIAM BODDIE/Supervisory Patent Examiner, Art Unit 2625
Read full office action

Prosecution Timeline

Sep 07, 2022
Application Filed
Oct 30, 2023
Response after Non-Final Action
Nov 01, 2025
Non-Final Rejection — §103
Jan 06, 2026
Interview Requested
Jan 15, 2026
Examiner Interview Summary
Jan 15, 2026
Applicant Interview (Telephonic)
Jan 22, 2026
Response Filed
Mar 27, 2026
Final Rejection — §103 (current)

Precedent Cases

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Study what changed to get past this examiner. Based on 5 most recent grants.

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Prosecution Projections

3-4
Expected OA Rounds
41%
Grant Probability
52%
With Interview (+10.7%)
3y 8m
Median Time to Grant
Moderate
PTA Risk
Based on 448 resolved cases by this examiner. Grant probability derived from career allow rate.

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