• Apple Inc. v. Ferid AllaniInstitution denied
  PTAB · Nov 4, 2025 · IPR2025-00856 · APJ Jameson Lee · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–19 were obvious over the asserted prior-art combinations.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “review. See 35 U.S.C. § 314 (2018); 37 C.F.R. § 42.4(a). An inter partes review may not be instituted unless the information presented in the Petition “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a). The “reasonable likelihood” standard is “a higher standard than mere notice pleading” but “lower than the ‘preponderance’ standard to prevail in a final written decision.” Hulu, LLC v. Sound View Innovations, LLC, IPR2018-01039, Paper 29 at 13 (PTAB Dec. 20, 2019) (precedential). We determine Petitioner has not demonstrated a reasonable likelihood that it would prevail in establishing the unpatentability of at least one of challenged claims 1–19 of the ’877 patent. Accordingly, the Petition is denied, and no trial is instituted.” slip op. at 2

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Patent Owner asserts that a person of ordinary skill at the pertinent time “would be a person with a bachelor’s degree in computer science, computer engineering, or a closely related discipline and two years of relevant professional experience in software engineering or a similar field.” Prelim. Resp. 10. We adopt Petitioner’s statement of the level of ordinary skill in the art. It is supported by the testimony of Dr. Bederson. Ex. 1003 ¶¶ 32–33, 37–39. Although Patent Owner has proposed a slightly different statement for the level of ordinary skill in the art, Patent Owner does not explain why Petitioner’s proposal is incorrect. We find Petitioner’s proposed level presents a better statement of the level of ordinary skill in the art because it requires experience with web-based information systems and Patent Owner’s proposal does not. As noted above, the ’877 patent relates to a method for accessing information sources and services on the Web. Ex. 1001, 2:4–12. Further, Petitioner’s proposal appears consistent with what is reflected by the content of the applied prior art. Cf. Okajima v. Bourdeau, 261 F.3d 1350, 1354–55 (Fed. Cir. 2001) (the applied prior art may reflect an appropriate level of skill). B.” slip op. at 7

  • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner

    “We need not resolve the above-identified dispute, because a different aspect of “beforehand locally stored” is determinative. Read in context, “beforehand locally stored” in both limitations 1(a)(2) and 12(a) refer back to the “preliminary search” action recited in limitation 1(a)(1) and in limitation 12(a) itself, respectively. Thus, we construe “beforehand locally stored” to mean that the selection pages must already be stored within the communication device when the user begins the preliminary search, regardless of whether it was the user or an automated process that downloaded the selection pages to the communication device. This understanding stems from a plain reading of the claim language and does not leave room for reasonable doubt otherwise. Petitioner does not present any reason why the claims do not require the selection pages to have already been stored in the communication device when a user begins the preliminary search. C.” slip op. at 10

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot reached

    “of the language in these limitations is that the selection pages must be beforehand locally stored, where beforehand is assessed at the time of starting a preliminary search. Based on this construction, Petitioner has not sufficiently shown that Rossman discloses limitation 1(a)(2) and limitation 12(a), even for institution purposes. Petitioner identifies Rossmann’s cards as the claimed selection pages of claims 1 and 12. Pet. 18–19. Rossmann’s cards, however, are not beforehand locally stored on the communication device at the time a user begins a preliminary search for information. Rather, on the record before us, at the time of starting a search for information, the user must request a connection to a server device at a desired host site, which request results in the server device at the host site sending one or more decks each including a plurality of cards to the user’s mobile device. Ex. 1004, 6:26–29; 7:22–27; 7:56–66. Thus, Rossmann’s cards are not beforehand locally stored at the time the user commences a preliminary search. Petitioner’s reliance on Himmel and on King do not make up for this deficiency.” slip op. at 14

  Claim construction§ 103 obviousness
  Patents in suitUS 8,271,877
• Google LLC v. Metarail, Inc.Rehearing denied
  PTAB · Aug 25, 2025 · IPR2024-01270 · APJ Frances L Ippolito · IPR · Rehearing

  The Board denied Google’s rehearing request, leaving in place the denial of institution because the Petition did not show a reasonable likelihood that Belanger-Halevy teaches limitation [1C] of claims 1–26.

  RulingsRehearing decision

  • RehearingRehearing, deniedDenied

    “II. ANALYSIS A request for rehearing “must specifically identify all matters the party believes the Board misapprehended or overlooked, and the place where each matter was previously addressed in a motion, an opposition, a reply or sur-reply.” 37 C.F.R. § 42.71(d). The party challenging a decision bears the burden of showing the decision should be modified. Id. We address Petitioner’s rehearing arguments below.” slip op. at 2

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “[m]issing, however, from Halevy’s disclosure is any teaching or suggestion that a ‘plurality of computer-readable field identifiers’ are mapped ‘to one another’ as required by claim 1.” Dec. 22. We discussed and quoted extensively from Petitioner’s expert declaration of Dr. Fox and Patent Owner’s expert declaration of Dr. Malek. Id. at 22–26 (citing Ex. 1003 ¶ 104; Ex. 2001 ¶¶ 69, 71). In reviewing the parties’ submissions, we found that: Halevy’s disclosures are consistent with Patent Owner’s arguments and Dr. Malek’s testimony that Halevy does not teach mapping fields to one another or mapping of fields to one another through SO-properties. For example, as described, in Figure 6 and Halevy as a whole, Halevy does not teach or suggest mapping or linking different keywords to one another, rather the keywords are mapped to SO-properties. slip op. at 5

  • Expert testimonyPatent owner expert creditedPetitioner expert discountedDecided for patent owner

    “Dr. Fox states that “Halevy’s disclosure of a form database in which corresponding fields from different forms on different websites map to the same SO-properties would have been recognized by a POSA as what the ’378 patent refers to as a universal variable map.” Ex. 1003 ¶ 108 (citing Ex. 1001, 17:42–46). Based on this conclusory opinion, Dr. Fox reasons that Halevy’s form database is a “universal variable map” that must also link computer-readable field identifiers (including parameter names) from multiple different websites to each other in the form database, because the field identifiers are mapped to the same SO-properties associated with an SO-class. Id. We observe first that Dr. Fox’s conclusion is not supported by the cited portions of the ’378 patent. In column 17, lines 42–46, the ’378 patent explains that fields or variables may be part of forms and variations of these data fields or variables “may include a source form, a destination form, a single source to many destination form, many sources to one destination form, cascading forms (e.g., a first form links to a second form which links to a third form, etc.) and so on.” Ex. 1001, 17:42–46. While this portion of the ’378 patent indicates that forms may include variations on fields or variables, it does not describe any linking or mapping of variables to one another. Ex. 2001 ¶ 76 (“[T]hat portion of the specification does not have anything to do with the definition of a “universal variable map.” Rather, it merely discusses different types of variables and fields that might appear in different types of forms.”). Dec. 28–29. We again referred to the disclosure of the ’378 patent to address evidence in the Petition relied upon by Dr. Fox to support Petitioner’s position. Id. We credited Dr. Malek’s testimony over Dr. Fox’s testimony because Dr. Malek underlined the distinctions between the asserted Belanger-Halevy prior art combination and limitation [1C]. Dec. 28–31. In short, any confusion applying the prior art Belanger-Halevy references to the claim limitation is rooted in the Petition. The Board denied the Petition because the Petition did not demonstrate a reasonable likelihood of showing that Belanger-Halevy discloses or teaches limitation [1C] of the ’378 patent.” slip op. at 5

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededDecided for patent owner

    “Finally, with regard to the Reply and Sur-Reply submitted by the parties (Req. 9), we note that our Decision on Institution reviewed the parties’ discussion of claim construction, but ultimately determined that “[b]ased on our review of the preliminary record, we do not need to construe any terms expressly to reach our decision.” Dec. 11. Thus, we disagree with Petitioner that we misconstrued the mapping limitation where we did not find it necessary to construe any claim term for the purposes of our institution decision because we determined the Petition deficient for failing to meet our threshold requirements as discussed above and in detail in the Decision on Institution. See Req. 1–11.” slip op. at 7

  Claim construction
  Patents in suitUS 9,633,378
• Google LLC v. Metarail, Inc.Institution denied
  PTAB · Apr 24, 2025 · IPR2024-01271 · APJ Frances L Ippolito · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–21 were unpatentable over either asserted obviousness ground.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless the information presented in the Petition and any response thereto shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Considering the arguments presented and the evidence of record, we conclude that there is not a reasonable likelihood that Petitioner would prevail in challenging at least one of claims 1–21 of the ’342 patent as unpatentable under the grounds presented in the Petition. Pursuant to § 314, we hereby do not institute an inter partes review as to these claims of the ’342 patent.” slip op. at 2

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

    “(3) Discussion We observe first that “[Halevy’s] first step in processing a web source is to locate the forms in the source and to extract the text corresponding to the fields in the form.” Ex. 1006 ¶ 53. According to Halevy, the “web source is subsequently classified into the ontology classes.” Id. ¶ 55. Then, the “forms on the page are classified into the classes in the ontology.” Id. ¶ 57 (emphasis added). Halevy explains that this classification is used to predict what kinds of objects are in the databases queried by the form. Id. For “Schema Matching,” Halevy discloses “a mapping between the fields in the form and the SO-properties of the SO-classes[.]” Id. ¶¶ 61–62. Missing, however, from Halevy’s disclosure is any teaching or suggestion that fields are mapped “to one another using normalized variables stored in a normalized variable data database” as required by claim 1.” slip op. at 21

  • Skill levelSkill level petitioner adoptedOther

    “Petitioner contends that a POSITA “would have had a bachelor’s degree in computer science or a related field, and at least two years of experience with web programming and search engine systems[; m]ore education could substitute for experience, and vice versa.” Pet. 8 (citing Ex. 1003 ¶ 32). Patent Owner does not contest Petitioner’s proposal. Prelim. Resp. 9 (citing Ex. 2001 ¶¶ 35–36) (“Patent Owner and its expert apply this definition.”). For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 10

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

    “Neither Petitioner nor Patent Owner present claim construction in the Petition or Preliminary Response. Pet. 9; see generally Prelim. Resp. Nonetheless, Petitioner contends that Patent Owner’s construction of “universal variable map” is too narrow, but does not appear to offer an alternative construction other than to state that a “universal variable map” includes “a database that links variables from different websites to each other.” See Reply 1-2 (emphasis omitted) (“PO’s arguments for why Halevy’s ‘form database’ is not a universal variable map are all premised on improperly narrowing the term’s scope by adding restrictions that are unsupported by the intrinsic record.”). In the Sur-Reply, Patent Owner reiterates that it has not proposed a construction for “universal variable map.” Sur-Reply 1 (“Patent Owner did not present any claim construction arguments regarding that term, nor does that term’s construction have any bearing on the arguments set forth in the POPR for denying the Petition.”). Based on our review of the preliminary record, we do not need to construe any terms expressly to reach our decision. See Realtime Data LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 11

  Claim construction§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 10,262,342
• Google LLC v. Metarail, Inc.Institution denied
  PTAB · Apr 24, 2025 · IPR2024-01270 · APJ Frances L Ippolito · IPR · Institution

  The Board denied institution on all grounds because Petitioner did not show a reasonable likelihood of proving any of claims 1–26 unpatentable.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “Under 35 U.S.C. § 314(a), an inter partes review may not be instituted unless the information presented in the Petition and any response thereto shows “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Considering the arguments presented and the evidence of record, we conclude that there is not a reasonable likelihood that Petitioner would prevail in challenging at least one of claims 1–26 of the ’378 patent as unpatentable under the grounds presented in the Petition. Pursuant to § 314, we hereby do not institute an inter partes review as to these claims of the ’378 patent.” slip op. at 2

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “Petitioner contends that a person of ordinary skill in the art (POSA or POSITA) at the time of the invention of the ’378 patent “would have had a bachelor’s degree in computer science or a related field, and at least two years of experience with web programming and search engine systems[; m]ore education could substitute for experience, and vice versa.” Pet. 17 (citing Ex. 1003 ¶ 32). Patent Owner does not contest Petitioner’s proposal. Prelim. Resp. 9 (citing Ex. 2001 ¶¶ 35–36) (“Patent Owner and its expert apply this definition.”). For purposes of this Decision, we adopt Petitioner’s proposal as reasonable and consistent with the prior art. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (the prior art may reflect an appropriate level of skill in the art).” slip op. at 10

  • Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther

    “Based on our review of the preliminary record, we do not need to construe any terms expressly to reach our decision. See Realtime Data, LLC v. Iancu, 912 F.3d 1368, 1375 (Fed. Cir. 2019) (“The Board is required to construe ‘only those terms . . . that are in controversy, and only to the extent necessary to resolve the controversy.’” (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999))).” slip op. at 11

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

    “(3) Discussion We observe first that “[Halevy’s] first step in processing a web source is to locate the forms in the source and to extract the text corresponding to the fields in the form.” Ex. 1006 ¶ 53. According to Halevy, the “web source is subsequently classified into the ontology classes.” Id. ¶ 55. Then, the “forms on the page are classified into the classes in the ontology.” Id. ¶ 57 (emphasis added). Halevy explains that this classification is used to predict what kinds of objects are in the databases queried by the form. Id. For “Schema Matching,” Halevy discloses “a mapping between the fields in the form and the SO-properties of the SO-classes[.]” Id. ¶¶ 61–62. Missing, however, from Halevy’s disclosure is any teaching or suggestion that a “plurality of computer-readable field identifiers” are mapped “to one another” as required by claim 1. Petitioner’s declarant, Dr. Fox, testifies that “[t]he ‘SO-classes’ are identified for each form and used to map the fields in the form (i.e., “the plurality of computer-readable field identifiers”) to one another using “SOproperties,” as shown . . . in annotated Figure 3.” Ex. 1003 ¶ 104 (citing Ex. 1006 ¶¶ 39–40, 45, 49, 62, 67). Yet, those cited portions of Halevy do not support Dr. Fox’s testimony. As Patent Owner’s declarant, Dr. Sam Malek, explains: the language highlighted by Petitioner in Figure 3 does not actually show that “[t]he ‘SO-classes’ are . . . used to map the fields in the form . . . to one another using ‘SO-properties,’” as he contends. Id. Rather, the language in Figure 3 that Dr. Fox has highlighted merely shows that, for any given form, there is “mapping between fields” of that form and “class properties.” EX1006, Fig. 3. In other words, fields in a form are mapped to class properties. Figure 3 does not show any mapping of fields to each other, as Dr. Fox argues.” slip op. at 22

  Claim construction§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 9,633,378
• Google LLC v. 138 East LCD Advancements LimitedInstitution denied
  PTAB · Jan 8, 2025 · IPR2024-00955 · APJ Brian P Murphy · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood of proving any of claims 1–33 unpatentable on the asserted obviousness grounds.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “1. Legal Standards “In an [inter partes review], the petitioner has the burden from the onset to show with particularity why the patent it challenges is unpatentable.” Harmonic Inc. v. Avid Tech., Inc., 815 F.3d 1356, 1363 (Fed. Cir. 2016) (citing 35 U.S.C. § 312(a)(3) (requiring inter partes review petitions to identify “with particularity . . . the evidence that supports the grounds for the challenge to each claim”)). This burden of persuasion never shifts to the patent owner. See Dynamic Drinkware, LLC v. Nat’l Graphics, Inc., 800 F.3d 1375, 1378 (Fed. Cir. 2015). A patent claim is unpatentable under 35 U.S.C. § 103 if the differences between the claimed subject matter and the prior art are such that the subject matter, as a whole, would have been obvious at the time the invention was made to a person having ordinary skill in the art to which said subject matter pertains. KSR Int’l Co. v. Teleflex Inc., 550 U.S. 398, 406 (2007) (hereafter cited as “KSR”). The question of obviousness is resolved on the basis of underlying factual determinations including: (1) the scope and content of the prior art; (2) any differences between the claimed subject matter and the prior art; (3) the level of ordinary skill in the art; and (4) objective evidence of nonobviousness, if made available in the record, which has not happened here. See Graham v. John Deere Co., 383 U.S. 1, 17–18 (1966).” slip op. at 17

  • BurdenDecided for patent owner

    “To be sure, the pixel belief values used in the Luo-250 device are based on color. The Luo-250 device determines pixel probabilities “by assigning to each pixel a belief value as belonging to the subject matter region based on color and texture features.” Id. ¶ 42. However, using probability values or binary 1s and 0s to map the probability or “belief” that a pixel or area of pixels in an image either is, or is not, a subject matter target, is not the same as designating “certain pixels as certain colors” as asserted by Petitioner. Thus, we are not persuaded that the Petition has adequately supported or explained how the Luo-250 device designates “certain pixels as certain colors.” We also are not persuaded the Petition has established that Luo-250 discloses, teaches, or suggests a device or method that “determines the color range exhibited by the pixel data groups” as recited in Limitation 1[b]. Pet. 17–18 (citing Ex. 1005 ¶¶ 34–39). First, as indicated above, we are not persuaded the Petition has established that Luo-250 “designates certain pixels as certain colors,” which is foundational to Petitioner’s argument that the Luo-250 method determines a “color range exhibited by the pixel data groups.” Second, the evidence cited by Petitioner when attempting to map the quoted claim language regarding “color range” to Luo-250, refers to the designation of individual pixels as “either skin-tone or non skin-tone” in a binary belief map, not a range of colors. Id. at 18 (citing Ex. 1005 ¶¶ 35–39). Petitioner’s argument—that “[b]y analyzing the pixels to designate each as ‘either skin-tone or non skin-tone,’ Luo-250’s device determines ‘[r]egions of skin-tone colored pixels’ in the image” (id.)—is not persuasive evidence of “determin[ing] a color range exhibited by the pixel data groups” as recited in Limitation 1[b]. The Petition does not adequately explain how Luo-250 discloses, teaches, suggests, or otherwise renders obvious the determination of color ranges for pixel data groups in an image. We are further persuaded by Patent Owner’s argument and evidence that the Petition has not adequately explained how the Luo-250 device would “determine[] a color range” based on a determination of probability values for each pixel, rather than a range of colors. Prelim. Resp. 26–27 (citing Ex. 1005 ¶¶ 32, 34, 36, and 38). Dr. Papanikolopoulos’s Declaration testimony further supports Patent Owner’s position. Ex. 2001 ¶¶ 78–81. Dr. Papanikolopoulos testifies, in particular, that Mr. Parulski asserts only “that Luo-250 considers the color of individual pixels. He does not assert that Luo-250 anywhere ‘analyzes the image data . . . and determines the color range, as claimed.’” Id. ¶ 80. We agree.” slip op. at 22

  • Obviousness (§103) › Graham factors (scope of art, differences, level of skill)Not shown unpatentableNot shown unpatentable

    “To be sure, the pixel belief values used in the Luo-250 device are based on color. The Luo-250 device determines pixel probabilities “by assigning to each pixel a belief value as belonging to the subject matter region based on color and texture features.” Id. ¶ 42. However, using probability values or binary 1s and 0s to map the probability or “belief” that a pixel or area of pixels in an image either is, or is not, a subject matter target, is not the same as designating “certain pixels as certain colors” as asserted by Petitioner. Thus, we are not persuaded that the Petition has adequately supported or explained how the Luo-250 device designates “certain pixels as certain colors.” We also are not persuaded the Petition has established that Luo-250 discloses, teaches, or suggests a device or method that “determines the color range exhibited by the pixel data groups” as recited in Limitation 1[b]. Pet. 17–18 (citing Ex. 1005 ¶¶ 34–39). First, as indicated above, we are not persuaded the Petition has established that Luo-250 “designates certain pixels as certain colors,” which is foundational to Petitioner’s argument that the Luo-250 method determines a “color range exhibited by the pixel data groups.” Second, the evidence cited by Petitioner when attempting to map the quoted claim language regarding “color range” to Luo-250, refers to the designation of individual pixels as “either skin-tone or non skin-tone” in a binary belief map, not a range of colors. Id. at 18 (citing Ex. 1005 ¶¶ 35–39). Petitioner’s argument—that “[b]y analyzing the pixels to designate each as ‘either skin-tone or non skin-tone,’ Luo-250’s device determines ‘[r]egions of skin-tone colored pixels’ in the image” (id.)—is not persuasive evidence of “determin[ing] a color range exhibited by the pixel data groups” as recited in Limitation 1[b]. The Petition does not adequately explain how Luo-250 discloses, teaches, suggests, or otherwise renders obvious the determination of color ranges for pixel data groups in an image. We are further persuaded by Patent Owner’s argument and evidence that the Petition has not adequately explained how the Luo-250 device would “determine[] a color range” based on a determination of probability values for each pixel, rather than a range of colors. Prelim. Resp. 26–27 (citing Ex. 1005 ¶¶ 32, 34, 36, and 38). Dr. Papanikolopoulos’s Declaration testimony further supports Patent Owner’s position. Ex. 2001 ¶¶ 78–81. Dr. Papanikolopoulos testifies, in particular, that Mr. Parulski asserts only “that Luo-250 considers the color of individual pixels. He does not assert that Luo-250 anywhere ‘analyzes the image data . . . and determines the color range, as claimed.’” Id. ¶ 80. We agree.” slip op. at 22

  • Skill levelSkill level board ownOther

    “In determining the level of ordinary skill in the art, various factors may be considered, including the “type of problems encountered in the art; prior art solutions to those problems; rapidity with which innovations are made; sophistication of the technology; and educational level of active workers in the field.” In re GPAC, Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995) (citing Custom Accessories, Inc. v. Jeffrey-Allan Indus., Inc., 807 F.2d 955, 962 (Fed. Cir. 1986)). “These factors are not exhaustive but are merely a guide to determining the level of ordinary skill in the art.” Daiichi Sankyo Co. v. Apotex, Inc., 501 F.3d 1254, 1256 (Fed. Cir. 2007). There is uncontested evidence in the record before us that reflects the knowledge and experience of a POSITA. We determine that no express finding is necessary, on the present record, and that the level of ordinary skill in the art is reflected by the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001); In re GPAC, 57 F.3d at 1579; In re Oelrich, 579 F.2d 86, 91 (CCPA 1978).” slip op. at 15

  Claim construction§ 103 obviousnesscites KSR · Graham
  Patents in suitUS 7,668,365
• Databricks, Inc. v. R2 Solutions LLCInstitution denied
  PTAB · Jun 11, 2024 · IPR2024-00659 · APJ Brian P Murphy · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood that Pike, Pike with Chowdhuri, or Pike with Chowdhuri and MacLeod rendered claims 1–46 obvious.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsDenied

    “We have jurisdiction under 35 U.S.C. § 314, which provides that an inter partes review may not be instituted “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Under § 314, the Board may not institute review on fewer than all claims challenged in the petition. SAS Inst., Inc. v. Iancu, 138 S. Ct. 1348, 1359– 60 (2018). If the Board institutes a review, it will institute “on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” 37 C.F.R. § 42.108(a). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, for the reasons set forth below, we conclude Petitioner does not demonstrate a reasonable likelihood that it would prevail in showing the unpatentability of at least one challenged claim of the ’610 patent. Accordingly, we do not institute an inter partes review of claims 1–46 of the ’610 patent.” slip op. at 2

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable

    “Petitioner relies on conclusory reasoning grounded in hindsight to assert a POSITA would have found it obvious to include file names to identify the data in each of Pike’s input files “because it would have allowed for locating that data group in Pike’s system and understanding the data in that file.” Id. at 18 (citing Ex. 1005 ¶ 93).13 Petitioner then makes the leap that, by understanding the data in an input file, a MapReduce programmer would have had reason “to identify input files and write ‘application-specific’ map and reduce functions on those files.” Id. at 18–19 (citing Ex. 1002, 10:1–7, 11:28–47, 14:12–27; Ex. 1005 ¶ 93). The difficulty with Petitioner’s position is that neither Pike nor other cited references disclose, teach, suggest, or otherwise provide motivation to write application-specific map and reduce functions that process each input file by identifiable schema or data type, i.e., by “data group” as recited in claim 1. Pike teaches application-specific programming “to process the input data one record at a time” or “to generate its output data in the form of key/value pairs,” nothing more. Ex. 1002, 7:31–36; see Pet. 29 (citing same); Prelim. Resp. 40–41, 50–51, 56 (citing same). Petitioner’s posited file names for Pike’s input files, moreover, could not serve as the claimed “data group” mechanism to identify the data in each input file by schema (or data type) for separate map and reduce processing. Each of Pike’s 13 Linn Declaration paragraph 93 is substantially identical to Petitioner’s argument and does not add any further insight or analysis on this point. data blocks can include data from more than one input file, a portion of one input file, or an entire input file. Ex. 1002, 6:55–7:6; see also Prelim. Resp. 47 (“Pike’s ‘data blocks’ (purported ‘partitions’) can be entire ‘input files,’ parts of ‘input files,’ or parts of multiple ‘input files’”). Therefore, a file name for one input file could not uniquely identify all of the data within a given data block, which could include data from different input files. Id. We agree with Patent Owner’s reasoning and argument on this point as well. In sum, Petitioner fails to show sufficiently that a POSITA would have had reason or motivation to use input file names in Pike as “data group” identifiers, as recited in claim 1 of the ’610 patent. See KSR, 550 U.S. at 418 (obviousness requires “some articulated reasoning with some rational underpinning to support the legal conclusion of obviousness”).” slip op. at 31

  • Obviousness (§103) › Motivation to combine / reasonable expectation of success › HindsightNot shown unpatentable

    “We further agree with Patent Owner that Petitioner’s asserted motivation for tracking processed data “derived from a particular [input] file” to improve efficiency “by enabling a data set to be selectively reduced after it is mapped” (Pet. 35–36 (citing Ex. 1005 ¶ 119)), is speculative hindsight-based reasoning. Petitioner’s posited motivation is grounded in benefits residing in the ’610 patent, not in the prior art or knowledge of a POSITA. Prelim. Resp. 48. Petitioner’s evidence—Dr. Linn’s naked opinion that a POSITA “could” have used the identification of processed output file data as “derived from a particular file” to selectively reduce intermediate data (Ex. 1005 ¶ 119)—is unpersuasive for the reasons given above and legally insufficient. See Belden Inc. v. Berk-Tek LLC, 805 F.3d 1064, 1073 (Fed. Cir. 2015) (“[O]bviousness concerns whether a skilled artisan not only could have made but would have been motivated to make the combinations or modifications of prior art to arrive at the claimed invention.”).” slip op. at 35

  • PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsNot reached

    “reasonable likelihood of prevailing in its challenge to the patentability of any of claims 1–46 of the ’610 patent. Therefore, we deny institution of inter partes review of the challenged claims. We need not address Patent Owner’s argument for discretionary denial under 35 U.S.C. § 325(d) in view of our decision denying institution on the merits.” slip op. at 50

  Claim construction§ 103 obviousnessDiscretionary denialcites Phillips
  Patents in suitUS 8,190,610
• Cloudera, Inc. v. R2 Solutions LLCInstitution denied
  PTAB · Jun 11, 2024 · IPR2024-00303 · APJ Brian P Murphy · IPR · Institution

  The Board denied institution on the merits, finding that Pike and Pike with Chowdhuri, alone or with MacLeod, did not show a reasonable likelihood of rendering claims 1–46 unpatentable.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “partes review may not be instituted “unless . . . there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” Under § 314, the Board may not institute review on fewer than all claims challenged in the petition. SAS Inst., Inc. v. Iancu, 138 S. Ct. 1348, 1359– 60 (2018). If the Board institutes a review, it will institute “on all of the challenged claims and on all grounds of unpatentability asserted for each claim.” 37 C.F.R. § 42.108(a). Upon consideration of the Petition, the Preliminary Response, and the evidence of record, for the reasons set forth below, we conclude Petitioner does not demonstrate a reasonable likelihood that it would prevail in showing the unpatentability of at least one challenged claim of the ’610 patent. Accordingly, we do not institute an inter partes review of claims 1–46 of the ’610 patent.” slip op. at 2

  • Skill levelSkill level board ownOther

    “someone having “at least a bachelor’s degree in computer science or similar field, and approximately two years of industry or academic experience in a field related [to] performing data analytics and/or related data processing tasks.” Pet. 9 (citing Ex. 1005 ¶¶ 67–69; In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995)). Petitioner further asserts that work experience can substitute for formal education and additional formal education can substitute for work experience. Id. Patent Owner does not contest Petitioner’s definition for purposes of its Preliminary Response. Prelim. Resp. 14.” slip op. at 14

  • Prior constructionPrior construction adoptedDecided for petitioner

    “13–31; Ex. 1008, 10–19); Prelim. Resp. 10 n.1, 17 (citing Pet. 10; Ex. 1007, 24– 25); see also Paper 7, 2 (Updated Mandatory Notices).10 The parties each provided proposed constructions of “data group” and related arguments to the court. Id. The district court construed “data group” as “a group of data and a mechanism for identifying data from that group (e.g., a group identifier).” Ex. 1007, 23–25. Having reviewed the district court’s construction of “data group,” and given the parties’ application of that construction here, we apply the district court’s construction of “data group” for purposes of this Decision. See Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011) (claim terms “need only be construed ‘to the extent necessary to resolve the controversy’”) (quoting Vivid Techs., Inc. v. Am. Sci. & Eng’g, Inc., 200 F.3d 795, 803 (Fed. Cir. 1999)).” slip op. at 16

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable

    “Petitioner’s argument explicitly and implicitly relies on the teachings of the ’610 patent, not Pike or some other MapReduce reference or teaching, for the proffered motivation that a “POSITA would have understood,” “recognized,” or “found it obvious to implement” Pike’s MapReduce system to include input file names as the “data group” identifiers in claim 1 of the ’610 patent. See Pet. 17–18. Petitioner relies on conclusory reasoning grounded in hindsight to assert a POSITA would have found it obvious to include file names to identify the data in each of Pike’s input files “because it would have allowed for locating that data group in Pike’s system and understanding the data in that file.” Id. at 18 (citing Ex. 1005 ¶ 93).14 Petitioner then makes the leap that, by understanding the data in an input file, a MapReduce programmer would have had reason “to identify input files and write ‘application-specific’ map and reduce functions on those files.” Id. (citing Ex. 1002, 10:1–7, 11:28–47, 14:12–27; Ex. 1005 ¶ 93). The difficulty with Petitioner’s position is that neither Pike nor other cited references disclose, teach, suggest, or otherwise provide motivation to write application-specific map and reduce functions that process each input file by identifiable schema or data type, i.e., by “data group” as recited in claim 1. Pike teaches application-specific programming “to process the input data one record at a time” or “to generate its output data in the form of key/value pairs,” nothing more. Ex. 1002, 7:31–36; see Pet. 27 (citing same); Prelim. Resp. 39–40, 49–50, 55 (citing same).” slip op. at 31

  Claim construction§ 103 obviousnessDiscretionary denialcites Phillips
  Patents in suitUS 8,190,610
• Salem Fabrication Technologies Group, Inc. v. Uniglass Engineering OYInstitution denied
  PTAB · Mar 22, 2023 · IPR2022-01517 · APJ Donna M Praiss · IPR · Institution

  The Board denied institution under § 314(a), finding only claim 1 over Plumat alone met the institution threshold and the remaining grounds lacked adequate motivation to combine.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “Under 35 U.S.C. § 314(a), we may not institute an inter partes review unless the information presented in the petition “shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” For the reasons stated below, we exercise our discretion to deny institution because Petitioner has not established a reasonable likelihood that it would prevail with respect to most of its asserted grounds of unpatentability.” slip op. at 2

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentableNot shown unpatentable

    “combining the references does not meet the threshold for institution. The Petition does not provide a sufficient non-hindsight biased rationale for why a POSITA would have combined Vehmas with any of Plumat, Vitkala, or Vehmas ’923 (the “base references” in the asserted grounds) in a manner that would have led to the claimed invention. Kinetic Concepts, Inc. v. Smith & Nephew, Inc., 688 F.3d 1342, 1368 (Fed. Cir. 2012) (stating “be careful not to allow hindsight reconstruction of references to reach the claimed invention without any explanation as to how or why the references would be combined to produce the claimed invention”).” slip op. at 14

  • Other 314aInstitution denied discretionary otherInstitution denied

    “remains discretionary. SAS Inst. Inc. v. Iancu, 138 S. Ct. 1348, 1356 (2018) (“[Section] 314(a) invests the Director with discretion on the question whether to institute review . . . .” (emphasis omitted)); Harmonic Inc., 815 F.3d at 1367 (“[T]he PTO is permitted, but never compelled, to institute an IPR proceeding.”). In exercising that discretion, we are guided by the statutory requirement, in promulgating regulations for inter partes review, to consider the effect of any regulations on “the efficient administration of the Office [and] the ability of the Office to timely complete proceedings,” 35 U.S.C. § 316(b), as well as the requirement to construe our rules to “secure the just, speedy, and inexpensive resolution of every proceeding,” 37 C.F.R. § 42.1(b). Office guidance, issued June 5, 2018, also explains that the Board may consider the number of claims and grounds that meet the reasonable likelihood standard when deciding whether to institute inter partes review under 35 U.S.C. § 314(a).11” slip op. at 24

  • PTAB / AIA Trials › Discretionary denial › §325(d) same art / argumentsNot reached

    “Because we exercise our discretion to deny institution under 35 U.S.C. § 314(a), we need not address the arguments presented under 35 U.S.C. § 325(d).” slip op. at 25

  Claim construction§ 103 obviousnessDiscretionary denialcites KSR · Graham
  Patents in suitUS 8,479,540
• Salem Fabrication Technologies Group, Inc. v. Uniglass Engineering OYInstitution denied
  PTAB · Mar 22, 2023 · IPR2022-01516 · APJ Elizabeth M Roesel · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–5 were obvious over the asserted combinations.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “Pursuant to our delegated authority, we may not institute an inter partes review “unless . . . the information presented in the petition . . . and any response . . . shows that there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2018); 37 C.F.R. § 42.4(a) (2022). After considering the information presented in the Petition and the Preliminary Response, we determine that the reasonable likelihood standard is not met. Accordingly, we deny institution of an inter partes review.” slip op. at 2

  • Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed patent owner constructionDecided for patent owner

    “We agree with Patent Owner that separate structures are required. The strongest evidence for this requirement is the claim language itself, which plainly recites two different elements: “a pressurization unit” for inside air and “a compressor” for outside air. The separate naming of two elements in the claim strongly implies that they are not one and the same structure. Becton, Dickinson & Co. v. Tyco Healthcare Group, LP, 616 F.3d 1249, 1254 (Fed. Cir. 2010) (“Where a claim lists elements separately, the clear implication of the claim language is that those elements are distinct components of the patented invention.” (punctuation omitted) (quoting Gaus v. Conair Corp., 363 F.3d 1284, 1288 (Fed. Cir. 2004))).” slip op. at 8

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successNot shown unpatentableMotivation not foundNot shown unpatentable

    “At most, the similarities between each pair of references establish, as a threshold matter, that they would have been considered by a POSITA. See K-Tec, Inc. v. Vita-Mix, Corp., 696 F.3d 1364, 1375 (Fed. Cir. 2012) (to qualify as prior art in an obviousness analysis, references must be analogous art—either in the same field of endeavor, or reasonably pertinent to the problem with which the inventor is involved). But the asserted similarities alone are not sufficient to show that a POSITA would have had a reason to combine the teachings in the manner described in the challenged claims. Personal Web Techs., LLC v. Apple, Inc., 848 F.3d 987, 994 (Fed. Cir. 2017) (It is not enough that a skilled artisan, once presented with two references, would have understood that they could be combined; Petitioner needs to establish a motivation to pick out the two references and combine them to arrive at the claimed invention.). Next, Petitioner asserts that a POSITA would have been motivated to modify the glass tempering furnace of each base reference “to temper low-E glass more quickly and efficiently.” Pet. 24, 27, 30 (citing Ex. 1003 ¶¶ 82, 90, 98). As discussed below, Petitioner fails to show a sufficient logical connection between the asserted motivation and the proposed modification(s) of the base references. Stated differently, Petitioner fails to show a sufficient reason why a POSITA would have made the modifications necessary to bridge the gap between the prior art and the claimed subject matter. We discuss each pair of references more specifically below.” slip op. at 18

  • Skill levelSkill level petitioner adoptedOther

    “Petitioner contends that a person of ordinary skill in the art (“POSITA”) would have had “at least a two-year technical degree in engineering or science (materials, chemistry, etc.), or at least two years of work experience in the field of materials processing and/or fabrication (such as glass or ceramics), and/or the industrial processes and machinery used for materials processing and/or fabrication.” Pet. 7 (citing Ex. 1003 ¶ 27). For purposes of the Preliminary Response, Patent Owner does not dispute Petitioner’s definition of a POSITA. Prelim. Resp. 27. For purposes of this Decision, we apply Petitioner’s definition of a POSITA, which is consistent with the scope and content of the ’911 Patent and the asserted prior art.” slip op. at 7

  Claim construction§ 103 obviousnessDiscretionary denialcites Phillips · KSR · Graham
  Patents in suitUS 8,650,911
• Markforged Inc. v. Continuous Composites, Inc.Institution denied
  PTAB · Jan 18, 2023 · IPR2022-01431 · APJ Sheldon M Mcgee · IPR · Institution

  The Board denied institution because Petitioner did not show a reasonable likelihood that claims 1–4 were unpatentable over the asserted obviousness grounds.

  RulingsInstitution decision

  • PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied

    “III. ANALYSIS We have authority to institute an inter partes review only where “there is a reasonable likelihood that the petitioner would prevail with respect to at least 1 of the claims challenged in the petition.” 35 U.S.C. § 314(a) (2018). Our findings and conclusions set forth in this Decision are provided for the exclusive purpose of explaining our determination that Petitioner has not met that standard on this record.” slip op. at 5

  • Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation not foundNot shown unpatentable

    “The question of whether the prior art references are in the same field of endeavor is merely a threshold issue that must be satisfied before an obviousness determination can be made. See K-Tec, Inc. v. Vita-Mix, Corp., 696 F.3d 1364, 1375 (Fed. Cir. 2012) (to qualify as prior art in an obviousness analysis, references must be analogous art—either in the same field of endeavor, or reasonably pertinent to the problem with which the inventor is involved). In other words, once it is determined that the prior art is analogous to the claimed invention, it is then necessary to show that it would have been obvious for the skilled artisan to select and combine the teachings of the prior art in the manner claimed. Thus, we agree with Patent Owner that the Petition needs to set forth specific reasoning as to why an ordinarily skilled artisan would have been motivated to combine these references even if they are in the same or similar fields. Prelim. Resp. 31. Petitioner fails to do so on this record. The absence of such reasoning is particularly noteworthy here in view of Ma’s numerous teachings which appear to discredit the “passive” method of pulling the composite strand from the extruder as recited in claim 4, which is challenged in each of Grounds 2 and 3. Patent Owner identifies no fewer than eight disclosures within Ma that seemingly disparage the passive “pulling” method and discuss benefits of the active “pushing” method. Prelim. Resp. 16–19 (citing Ex. 1007, 53, 95–96, 98–107, 143–147, 149, 167–168). In the absence of any explanation from Petitioner on this point, we are not persuaded that the skilled artisan would have ignored those teachings and selected Ma’s pulling method.” slip op. at 19

  • Expert testimonyPetitioner expert discountedDecided for patent owner

    “explained why the ordinarily skilled artisan would have combined the non-precoating embodiment of Lipsker’s Figure 2 and the precoating embodiment of Lipsker’s Figure 5, much less with a reasonable expectation of successfully arriving at the subject matter of challenged claims 1–3. Prelim. Resp. 22–23. As Patent Owner correctly observes (id.), Petitioner’s general assertion that “Lipsker discloses that combinations of disclosed embodiments and features are possible and proper” (Pet. 20) does not constitute a reasoned explanation regarding why the skilled artisan would have combined Lipsker’s precoating and non-precoating actuator embodiments to arrive at the claimed subject matter. Moreover, Dr. Rosen’s declaration testimony on this point is entitled to little to no weight as it merely parrots the Petition. Compare Pet. 20, with Ex. 1002 ¶ 69. 37 C.F.R. § 42.65(a).” slip op. at 14

  • Skill levelSkill level petitioner adoptedDecided for petitioner

    “On this record, we determine that the level of ordinary skill is reflected in the prior art of record. See Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001) (specific findings on the ordinary skill level are not required “where the prior art itself reflects an appropriate level and a need for testimony is not shown” (quoting Litton Indus. Prods., Inc. v. Solid State Sys. Corp., 755 F.2d 158, 163 (Fed. Cir. 1985))). A more specific definition is not necessary for purposes of deciding whether to institute review. To the extent a more specific definition is required, however, we adopt Petitioner’s proposed definition because, on this record, it is consistent with the disclosures of the asserted prior art references. In any event, for the reasons explained below, even under Petitioner’s definition, Petitioner fails to establish a reasonable likelihood of prevailing at trial with respect to any challenged claim based on the grounds of unpatentability advanced in the Petition.” slip op. at 9

  Claim construction§ 103 obviousnesscites Phillips · KSR
  Patents in suitUS 11,173,660

Holdings, summaries, rulings, issues, outcomes, winners and claim constructions shown for a decision were generated by a large language model reading the opinion. They are a guide to the decision, not the decision. Confirm every one against the court's own text before relying on it. Outcomes read from the patent owner’s side. Party names are extracted from the decision and are missing on about 900 short Director denials and scans, which carry the trial number instead.