- Google LLC v. Mindbasehq, LLCAll claims unpatentablePTAB · Mar 16, 2026 · IPR2021-01251 · APJ Kara L Szpondowski · IPR · Remand
On remand, claims 14–19, 33–40, and 43–46 were held unpatentable as obvious over Conlon alone or Conlon, Miller, and Fong; the affirmed unpatentability of claims 1–13, 20–32, 41, and 42 remains.
RulingsRemand decision- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed petitioner constructionDecided for petitioner
“automatically classifying and storing” (as recited in limitation [14.3]), is correct. Appeal Dec. 8. That is, “the ‘dictionary routine’ claims can be practiced by [the] use of an already-created dictionary, and do not also require the automatic creation of a dictionary.” Id. at 10; see also Reply 7 (the limitation is “directed to the use of a dictionary function to automatically look up words and their syntax”); Appeal Dec. 8 (“nothing about the term . . . would inform a person of ordinary skill in the art that automatic ‘creation’ of a database, in addition to the ‘use’ of an already-created database, is a requirement of the dictionary routine claims”); id. (“the plain and ordinary meaning of the claim language is broad enough to include ‘use’”); id. (agreeing with Petitioner that “the specification describes the ‘dictionary routine’ as the act of looking up words already in the database”); id. at 9 (stating that “[i]t is notable, as well, that the specification nowhere describes automatically creating a dictionary; all instances of creating dictionary entries rely, at least in part, on manual data entry by users”). As directed by the Federal Circuit, we will apply this construction in our analysis.8 Id. 8 Patent Owner argues that the Federal Circuit “cherry-picks” and misinterprets the patents’ specifications, and “ignores the clearly contrary specification language.” PO Remand Br. 4–5, 10; id. at 8 (arguing that that the specification clearly set forth the definition of the claim term, and “the Board must accept term definitions . . . above all external definitions”). We do not consider these arguments on the construction of this limitation, because the Federal Circuit has directed us to proceed under its construction of the limitation. We also agree with Petitioner that the Federal Circuit’s claim construction is “foreclosed from further consideration” under its slip op. at 17
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“combination of Conlon, Miller, and Fong. The Federal Circuit stated, “[i]n this context, ‘normalization’ generally refers to de-duplicating and simplifying database entries (for instance, combining entries for ‘car’ and ‘automobile’).” Appeal Dec. 4 (cited at Pet. Response Br. 5). This is consistent with the disclosure in the ’433 patent. E.g., Ex. 1001, 16:55– 17:24 (discussing, for example, “recogniz[ing] that the differently named data elements in different structures are actually the same data element . . . is referred to as normalizing the names of the same data elements,” “recogniz[ing] that the same named data elements in different structures are actually different data elements . . . is referred to as normalizing the names of the different data elements,” and “normalizing multiple single data elements”). This is also consistent with how Fong describes “normalization.” Ex. 1029, 76 (The “Function” of “Normaliz[ing] the collection of entities” is to “[r]emove redundancies and detect errors”); see also Ex. 1057 ¶ 226. Patent Owner’s arguments that Fong’s normalization is “different” from the normalization described in the ’433 patent does not persuasively rebut Petitioner’s arguments. As Petitioner points out, Patent Owner does not provide a construction for “normalization,” despite claiming that the term is “defined” in the ’433 patent. Pet. Remand Resp. Br. 6; PO Remand Br. 13. Moreover, although Patent Owner purports to identify differences between the ’433 patent and Fong, the “normalization” applied is expressly recited in limitations [43.1.1], [43.1.2], and [43.2], and the subsequent actions taken on those normalized databases (i.e., comparing and recording) are recited in limitations [43.3]–[43.5]. That is, the “normalization” required by the claim is reflected in the claim language itself, and is broader than argued by Patent Owner. See In re Baxter Travenol Labs., 952 F.2d 388, 391 (Fed. Cir. 1991) (“It is not the function of this court to examine the claims in greater detail than argued by an appellant, looking for nonobvious distinctions over the prior art”). Patent Owner does not explain how these purported “differences” (e.g., that Fong may require the use of “database keys,” “identifiers,” “entities,” or determining ‘non-key attributes’ from key attributes) impacts the claim language, or Petitioner’s showing. See EWP Corp. v. Reliance Universal Inc., 755 F.2d 898, 907 (Fed. Cir. 1985) (A prior art reference “must be considered for everything it teaches by way of technology and is not limited to the particular invention it is describing and attempting to protect”). For the same reasons, as well as those set forth by Petitioner, we are also not persuaded by Patent Owner’s arguments that each DBMS requires a normalization process that is customized for it. Pet. Remand Resp. Br. 6–7. These arguments by Patent Owner also are not commensurate with the scope of the claim language, which does not recite a DBMS, and generally recites “normalizing” or “normalized” without regard to the DBMS. Id. Dr. Jansen provides an example of a database in unnormalized form that is converted into a normalized form, based on Fong’s four conditions, as applied to the claim language. See Reply 31–35; Ex. 1057 ¶¶ 226–261. Therefore, we are not persuaded by Patent Owner’s arguments that Petitioner has not explained how the example maps onto the limitations. PO Remand Resp. Br. 6–12. Patent Owner’s complaint that Dr. Jansen created the graphic in the example does not undermine Petitioner’s showing. E.g., Trial Practice Guide,14 I.G., (“Experts may testify about the teachings of the prior art and how they relate to the patentability of the challenged claims.”). We find Dr. Jansen’s testimony credible and persuasive in explaining why the combination of Conlon and Fong teaches the claim limitations.” slip op. at 31
- Expert testimonyPetitioner expert creditedDecided for petitioner
“Dr. Jansen provides an example of a database in unnormalized form that is converted into a normalized form, based on Fong’s four conditions, as applied to the claim language. See Reply 31–35; Ex. 1057 ¶¶ 226–261. Therefore, we are not persuaded by Patent Owner’s arguments that Petitioner has not explained how the example maps onto the limitations. PO Remand Resp. Br. 6–12. Patent Owner’s complaint that Dr. Jansen created the graphic in the example does not undermine Petitioner’s showing. E.g., Trial Practice Guide,14 I.G., (“Experts may testify about the teachings of the prior art and how they relate to the patentability of the challenged claims.”). We find Dr. Jansen’s testimony credible and persuasive in explaining why the combination of Conlon and Fong teaches the claim limitations.” slip op. at 32
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“4. Summary of Ground 1 Having considered the Graham factors,11 including the level of ordinary skill in the art, the scope and content of the prior art, and the differences between the prior art and the challenged claims, we are persuaded, based on the current record, that Petitioner has shown, by a preponderance of the evidence, that claims 14–19 and 33–40 would have been obvious over Conlon.” slip op. at 24
Patent outcomesUS 6,510,433 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 6,510,433 - Avanos Medical, Inc. v. Stratus Medical, LLCAll claims unpatentablePTAB · Mar 10, 2026 · IPR2024-01209 · APJ Susan L C Mitchell · IPR · Final written decision
Claims 1–27 are unpatentable as obvious over the asserted combinations, principally Racz, Fitz, and Lee; both parties’ motions to exclude are dismissed as moot.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“PO Resp. 30 (citing Ex. 2006 ¶ 58). Patent Owner’s proposal is too narrow in two respects. First, it mandates certain education and experience in RF neurotomy specifically. This is too narrow as the description of the scope of the invention set forth in the ’782 patent as described above is not limited to RF neurotomy. Second, it requires the POSA to be both a physician who performs thermal ablation (RF neurotomy specifically) and an engineer with training and experience “in the design and development of devices and methods” for performing the same. Id. This is too narrow because it excludes physicians and other advanced degree holders who research and design devices and methods for performing thermal ablation but do not actually operate on patients. We adopt the Petitioner’s definition of a POSA, quoted above, as it is reflective of the level of skill in the art when viewed in light of the disclosure of the ’782 patent. Supra (quoting Pet. 11).” slip op. at 16
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“With respect to the challenged claims, Petitioner contends that no claim term requires express construction. Pet. 12 (citing Ex. 1031 ¶106 (Dr. Robert D. Tucker’s11 testimony that “the terms in the Challenged Claims would be understood by a POSA to have their plain and ordinary meaning and do not require a special construction or definition”)). In instituting the IPR, we found no need to provide an express construction of any claim term. Inst. Dec. 12. We likewise find no need to do so now, as neither party has proposed a construction for any claim term and none of the parties’ arguments turns on a disputed meaning of any claim language.” slip op. at 11
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“(Fed. Cir. 1985)). “Whether a reference in the prior art is ‘analogous’ is a fact question.” Clay, 966 F.2d at 658. “Two criteria have evolved for determining whether prior art is analogous: (1) whether the art is from the same field of endeavor, regardless of the problem addressed, and (2) if the reference is not within the field of the inventor’s endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” Id. at 658–59. Patent Owner argues that Lee is not analogous art under the first criterion because “Lee does not relate to neurotomy at all.” PO Resp. 34. However, as discussed above, the field of the invention is not limited to neurotomy. The field of the invention is thermal ablation generally, which encompasses RF neurotomy, but which is not limited to RF neurotomy. Accordingly, we are not persuaded by Patent Owner’s argument. To the contrary, we are persuaded by Petitioner’s argument that Lee is analogous art, under at least the first Clay criterion, because it “discloses various techniques for deploying electrodes from the tip of an RF ablation device.” Pet. 18.” slip op. at 24
- Expert testimonyPetitioner expert creditedDecided for petitioner
“Dr. Tucker’s testimony is not a bald conclusion. His conclusion as to a reasonable expectation of success is set forth in paragraph 148 of his declaration. Ex. 1031 ¶148. It is supported extensively with testimony regarding what the prior art teaches (see id. ¶¶110–117 (Racz), ¶¶118–123 (Fitz), ¶¶124–131 (Lee)) and why and how a POSA would have combined the prior art teachings (see id. ¶¶132–147). Dr. Tucker’s testimony clearly is entitled to weight. Since 1983, he has “been a Professor at the University of Iowa where [he] direct[s] an active research program in radiofrequency electrosurgical procedures and instrumentation.” Ex. 1031 ¶3. He has a Ph.D. in biophysics, and he is also a medical doctor (albeit he is not Board certified as pointed out by Patent Owner19). Id. ¶2. He also has additional training and experience that is relevant, but which is not necessary, but further establishes that he is well qualified to offer the opinions set forth in his declaration. Id. ¶¶2–11. Patent Owner argues that Dr. Tucker is not qualified to testify here because “he is not Board certified” and he is “not a pain-specialist physician and has never performed a neurotomy.” PO Resp. 30. Dr. Tucker explained, however, that he is not Board certified nor does he operate on 19 See PO Resp. 30 (citing Ex. 2020, 10:19–12:20). patients because his work focuses on the development of instrumentation, not the use of it, explaining on cross-examination:” slip op. at 39
Patent outcomesUS 10,966,782 unpatentableClaim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,966,782 - Avanos Medical, Inc. v. Stratus Medical, LLCAll claims unpatentablePTAB · Mar 6, 2026 · IPR2024-01211 · APJ Michael J Fitzpatrick · IPR · Final written decision
Claims 18–47 and 53–74 are unpatentable as obvious over the asserted combinations of Racz, Fitz, Lee, and the additional references in Grounds 2–8.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“In sum, the field of the invention is thermal ablation. It encompasses RF neurotomy, but it is not limited to RF neurotomy. With that settled, we turn now to the person of ordinary in the field/art (POSITA or POSA).” slip op. at 17
- Expert testimonyPetitioner expert creditedDecided for petitioner
“Dr. Tucker’s testimony is not a bald conclusion. His conclusion as to a reasonable expectation of success is set forth in paragraph 162 of his declaration. Ex. 1033 ¶162. It is supported extensively with testimony regarding what the prior art teaches (see id. ¶¶124–131 (Racz), ¶¶132–137 (Fitz), ¶¶138–145 (Lee)) and why and how a POSA would have combined the prior art teachings (see id. ¶¶146–161). Dr. Tucker’s testimony clearly is entitled to weight. Since 1983, he” slip op. at 39
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“35. “Although § 103 does not, by its terms, define the ‘art to which [the] subject matter [sought to be patented] pertains,’ this determination is frequently couched in terms of whether the art is analogous or not, i.e., whether the art is ‘too remote to be treated as prior art.’” In re Clay, 966 F.2d 656, 658 (Fed. Cir. 1992) (quoting In re Sovish, 769 F.2d 738, 741 (Fed. Cir. 1985)). “Whether a reference in the prior art is ‘analogous’ is a fact question.” Id. at 658. “Two criteria have evolved for determining whether prior art is analogous: (1) whether the art is from the same field of endeavor, regardless of the problem addressed, and (2) if the reference is not within the field of the inventor’s endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” Id. at 658–59. Patent Owner argues that Lee is not analogous art under the first criterion because “Lee does not relate to neurotomy at all.” PO Resp. 33. However, as discussed above, the field of the invention is not limited to neurotomy. The field of the invention is thermal ablation generally, which encompasses RF neurotomy, but which is not limited to RF neurotomy. Accordingly, we are not persuaded by Patent Owner’s argument. To the contrary, we are persuaded by Petitioner’s argument that Lee is analogous art, under at least the first Clay criterion, because it “discloses various techniques for deploying electrodes from the tip of an RF ablation device.” Pet. 17.” slip op. at 25
- BurdenDecided for petitioner
“Patent Owner does not identify any legal requirement for petitions to illustrate proposed combinations of prior art features. Indeed, the very statute identified by Patent Owner as “requiring petitions to set forth challenge grounds ‘with particularity’” (see PO Resp. 36) calls for the requisite particularity to be “in writing,” not by illustration. See 35 U.S.C. § 312(a)(3) (“A petition filed under section 311 may be considered only if . . . (3) the petition identifies, in writing and with particularity . . . the grounds on which the challenge to each claim is based.”). Simply put, there is no legal requirement to provide multiple illustrations of a proposed combination of prior art features (as Patent Owner implies), let alone a single illustration (as Petitioner has done).” slip op. at 28
Patent outcomesUS 10,736,688 unpatentable§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,736,688 - Avanos Medical, Inc. v. Stratus Medical, LLCAll claims unpatentablePTAB · Mar 6, 2026 · IPR2024-01210 · APJ Michael J Fitzpatrick · IPR · Final written decision
Claims 1–17 and 48–52 are unpatentable as obvious over the asserted combinations of prior art, principally Racz, Fitz, and Lee.
RulingsFinal written decision- Skill levelSkill level petitioner adoptedDecided for petitioner
“In sum, the field of the invention is thermal ablation. It encompasses RF neurotomy, but it is not limited to RF neurotomy. With that settled, we turn now to the person of ordinary in the field/art (POSITA or POSA).” slip op. at 16
- Obviousness (§103) › Analogous artAnalogous artDecided for petitioner
“F.2d 656, 658 (Fed. Cir. 1992) (quoting In re Sovish, 769 F.2d 738, 741 (Fed. Cir. 1985)). “Whether a reference in the prior art is ‘analogous’ is a fact question.” Id. at 658. “Two criteria have evolved for determining whether prior art is analogous: (1) whether the art is from the same field of endeavor, regardless of the problem addressed, and (2) if the reference is not within the field of the inventor’s endeavor, whether the reference still is reasonably pertinent to the particular problem with which the inventor is involved.” Id. at 658–59.” slip op. at 24
- BurdenDecided for petitioner
“illustrate proposed combinations of prior art features. Indeed, the very statute identified by Patent Owner as “requiring petitions to set forth challenge grounds ‘with particularity’” (see PO Resp. 36) calls for the requisite particularity to be “in writing,” not by illustration. See 35 U.S.C. § 312(a)(3) (“A petition filed under section 311 may be considered only if . . . (3) the petition identifies, in writing and with particularity . . . the grounds on which the challenge to each claim is based.”). Simply put, there is no legal requirement to provide multiple illustrations of a proposed combination of prior art features (as Patent Owner implies), let alone a single illustration (as Petitioner has done).” slip op. at 26
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundDecided for petitioner
“a POSA would have had an apparent reason to make Racz’s modified device. Pet. 22–27. We need not address these additional arguments and evidentiary citations, however, as Petitioner has demonstrated by a preponderance of the evidence that implementing deployable filaments on the distal tip of an RF ablation device was a known technique for expanding and controlling the ablation volume. Thus, so long as there would have been a reasonable expectation of success in making Racz’s modified device (addressed infra), the combination would have been obvious. See Intel Corp., 61 F.4th at 1380 (“[I]f a technique has been used to improve one device, and a person of ordinary skill in the art would recognize that it would improve similar devices in the same way, using the technique is obvious unless its actual application is beyond his or her skill.”); Medichem, 437 F.3d at 1165 (“[A]n obviousness determination requires not only the existence of a motivation to combine elements from different prior art references, but also that a skilled artisan would have perceived a reasonable expectation of success in making the invention via that combination.”).” slip op. at 31
Patent outcomesUS 10,736,688 unpatentable§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,736,688 - Avanos Medical, Inc. v. Stratus Medical, LLCAll claims unpatentablePTAB · Mar 5, 2026 · IPR2024-01212 · APJ Arthur M Peslak · IPR · Final written decision
Claims 1–29 are unpatentable because Petitioner showed by a preponderance of the evidence that the asserted prior-art combinations rendered them obvious under §103.
RulingsFinal written decision- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundReasonable expectation foundUnpatentable
“improve one device, and a person of ordinary skill in the art would recognize that it would improve similar devices in the same way, using the technique is obvious unless its actual application is beyond his or her skill.” KSR, 550 U.S. at 417. In this case, we must determine whether one of ordinary skill in the art would recognize that applying the teachings of Fitz and Lee of deploying multiple filaments to increase and control the ablation volume to Racz’s distal tip would improve Racz’s device in the same way. For us to resolve this question in Petitioner’s favor, Petitioner must provide “some articulated reasoning with some rational underpinning to support the legal conclusion of obviousness.” Id. at 418 (citing In re Kahn, 441 F.3d at 988). However, bodily incorporation, i.e., “an actual physical substitution of” Lee’s filaments into Racz is not required. See In re Mouttet, 686 F.3d 1322, 1332 (Fed. Cir. 2012) (“It is well-established that a determination of obviousness based on teachings from multiple references does not require an actual, physical substitution of elements.”); In re Nievelt, 482 F.2d 965, 968 (CCPA 1973) (“Combining the teachings of references does not involve an ability to combine their specific structures.”).” slip op. at 30
- Obviousness (§103) › Graham factors (scope of art, differences, level of skill)UnpatentableUnpatentable
“11. Balancing the Graham Factors After weighing all the evidence submitted by the parties in light of the Graham factors, we determine Petitioner has demonstrated by a preponderance of the evidence that the claims 1, 3–10, 18–26, 28, and 29 would have been obvious over Racz, Fitz, and Lee. As discussed above, Petitioner’s evidence establishes that the combination of Racz, Fitz, and Lee teaches every limitation of claims 1, 3–10, 18–26, 28, and 29 and that an ordinarily skilled artisan would have been motivated to combine Racz, Fitz, and Lee with a reasonable expectation of success. Further, as discussed above, Patent Owner’s evidence of secondary considerations is entitled to little, if any, weight because Patent Owner fails to establish nexus. Consequently, after considering all the evidence in the record both for and against patentability, we determine that Petitioner has shown by a preponderance of the evidence that claims 1, 3–10, 18–26, 28, and 29 would have been obvious over Racz, Fitz, and Lee. E. Ground B: Obviousness in view of Racz, Fitz, Lee and Young ’965 Petitioner contends that claims 1–10, 18–26, and 28–29 are also obvious over Racz, Fitz, Lee, and Young ’965. Pet. 62–67. Patent Owner argues that Young ’965 does not cure the alleged deficiencies in Ground 1, is directed to tumor ablation not neurotomy, would require a substantial redesign of Racz’s modified device, and there is no motivation to combine. PO Resp. 59–60. We start with a brief overview of Young ’965 and address the parties’” slip op. at 78
- ExcludeMotion to exclude, deniedDenied
“Accordingly, both Motions are dismissed as moot.” slip op. at 94
- Skill levelSkill level petitioner adoptedDecided for petitioner
“A. Level of Ordinary Skill in the Art In determining the level of skill in the art, we consider the type of” slip op. at 12
Patent outcomesUS 10,925,664 unpatentable§ 103 obviousnesscites KSR · GrahamPatents in suitUS 10,925,664 - Orca Security Ltd. v. Wiz, Inc.InstitutedPTAB · Dec 15, 2025 · IPR2025-01084 · APJ Nabeel U Khan · IPR · Institution
Instituted IPR on claims 1–29 over Ross, Agarwal, and Biran because Petitioner showed a reasonable likelihood of prevailing on at least one challenged claim.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“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). Having considered the arguments and evidence presented by Petitioner and Patent Owner, we determine that Petitioner has demonstrated a reasonable likelihood of prevailing on at least one of the challenged claims of the ’896 patent. We institute inter partes review as to all the challenged claims of the ’896 patent on all the grounds of unpatentability set forth in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner argues that a person of ordinary skill in the art (POSITA) “would have had a bachelor’s degree in an academic area emphasizing computer science (i.e., computer science, computer information systems, computer engineering, etc.) or cybersecurity and (2) at least two years of work experience with cybersecurity and cloud computing.” Pet. 5 (citing Ex. 1003 ¶ 53–54). Petitioner further argues that “[a]dditional education or experience might substitute for the above requirements.” Id. Patent Owner does not contest Petitioner’s proposed definition of a POSITA at this stage of the proceeding. See generally, Prelim. Resp. ordinary skill because it is consistent with the level of skill in the art at the time of the invention as reflected by the ’896 patent and the cited prior art.” slip op. at 7
- Claim Construction › Intrinsic evidence (Phillips canons) › Preamble limiting or notPreamble not limitingDecided for petitioner
“1[Pre] A method for generation of unified graph models for network entities, comprising: Petitioner contends that the preamble is not limiting, but to the extent by teaching the remaining limitations of the claim which are the steps in generating unified graph models for network entities, as the preamble recites. Pet. 9–10. Patent Owner does not dispute Petitioner’s contentions. At this stage of the proceeding, we agree with Petitioner that the preamble is not limiting because it merely states the purpose or intended use of an invention and because none of the subsequent limitations rely upon the preamble for completeness or antecedent basis. See Catalina Marketing Int’l., Inc. v. Coolsavings.com, Inc., 289 F.3d 801, 808 (Fed. Cir. 2002); Bicon, Inc. v. Straumann Co., 441 F.3d 945, 952 (Fed. Cir. 2006); In re Hirao, 535 F.2d 67 (CCPA 1976).” slip op. at 14
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner
“sufficiently established a motivation to combine Ross, Agarwal, and Biran in the manner proposed. For example, Petitioner contends for limitation 1[b] that a POSITA would have been motivated to implement Ross’s system to genericize network entities as taught by Agarwal and that Agarwal provides an express motivation to do so, explaining that “[t]he grouping of nodes can be helpful when attempting to understand system properties in a cloud environment, like availability, security and performance, where the system includes a large number of nodes.” Pet. 21 (citing Ex. 1005, 4:13–26, 13:21–27; Ex. 1003 ¶¶ 103–108). Similarly, for limitation 1[d] Petitioner argues that “Biran provides express motivation to implement Ross to gather information on host-less components . . . to generate an accurate, service-aware view of the system infrastructure.” Id. at 32 (citing Ex. 1006, 1:59– 61; Ex. 1003 ¶¶ 134–136). These disclosures demonstrate that Petitioner’s motivation to combine stems from the prior art references themselves rather than from hindsight. Moreover, Petitioner’s contentions are supported by credible testimony from Dr. Easttom. See Ex. 1003 ¶¶ 103–108, 122–123, Addressing a motivation to combine on a limitation-by-limitation basis, as Petitioner has done in its Petition, is not necessarily improper, and may in fact be more suitable in certain situations depending on the proposed combination. Patent Owner does not provide any authority supporting its contention that providing a motivation to combine in the manner asserted in the Petition is contrary to proper obviousness analysis under Graham.” slip op. at 25
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 11,929,896 - Orca Security Ltd. v. Wiz, Inc.InstitutedPTAB · Dec 15, 2025 · IPR2025-01087 · APJ Lisa A Murray · IPR · Institution
The Board instituted IPR on claims 1–17 because Orca showed a reasonable likelihood of prevailing on its § 103 obviousness ground over Shua and Lang.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“An inter partes review may be instituted only if “the information presented in the petition . . . and any [preliminary] 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). For the reasons given below, on this record, Petitioner has established a reasonable likelihood that it would prevail in showing the unpatentability of at least one of the challenged claims. We determine that institution of an inter partes review of the challenged claims is appropriate. B. Real Parties in Interest” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“35 U.S.C. § 103 involves determining the level of ordinary skill in the pertinent art at the time the invention was made. Graham, 383 U.S. at 17. The level of skill in the art is “a prism or lens” through which we view the prior art and the claimed invention. Okajima v. Bourdeau, 261 F.3d 1350, 1355 (Fed. Cir. 2001). The person of ordinary skill in the art is a hypothetical person who knows the relevant art. In re GPAC Inc., 57 F.3d 1573, 1579 (Fed. Cir. 1995). Factors to consider include the types of problems encountered in the art, the sophistication of the technology, and the educational level of active workers in the field. Id. One or more factors may predominate. Id. Petitioner asserts that one of ordinary skill in the field of the ’529 Patent would have had “a bachelor’s degree in computer engineering, computer science, electrical engineering, or a similar degree, with 2–3 years additional education or experience might substitute for these requirements.” Pet. 5; Ex. 1003 ¶¶ 32–33. Patent Owner’s Preliminary Response does not address this issue. We find Petitioner’s formulation to be consistent with the evidence of record at this stage of the proceedings, including the asserted prior art and the ’529 Patent, and we preliminarily adopt and apply that definition for purposes of this Decision. C. Claim Construction” slip op. at 6
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)Term construed board ownOther
“Owner contends that Petitioner’s argument “inverts the appropriate understanding: just because the challenged patent identifies an example security database that stores a representation of a computing environment as nodes and edges does not mean that anything that stores a representation of a computing environment as nodes and edges is necessarily a security database.” Prelim. Resp. at 7–8. We agree with the logic of Patent Owner’s argument, but disagree that Petitioner necessarily “relies on this inverted understanding for its prior art mapping.” Id. at 8. We understand Dr. Zadok’s explanation to mean only that the claim term “security database” encompasses graph databases that include a representation of the computing environment, meaning that some (but not necessarily all) security databases are graph databases. See Ex. 1003 ¶ 100. The language in the Petition to which Patent Owner objects can be read consistently with Dr. Zadok’s declaration. Petitioner does not, however, take a position on what the outer bounds of the claim term “security database” should be. Without attempting a full construction of the term “security database,” it is possible to determine from the current record, at least on a preliminary basis, some of the database types that would fall within its scope. The ’529 Patent explains that the claimed “security database” is part of an “inspection cybersecurity threats. Specifically, it provides as follows: In certain embodiments, the cloud computing environment 110 is monitored for cybersecurity objects, threats, risks, and the like, by an inspection environment 130. In an embodiment, the inspection environment 130 is configured to monitor the cloud computing environment 110 for cybersecurity objects, threats, risks, combinations thereof, and the like. Ex. 1001, 6:1–7; see id. Fig. 1. The ’529 Patent also provides: “In an embodiment, the inspection environment 130 further includes a security database 136. In some embodiments, the security database 136 is configured to store a representation of the cloud computing environment 110, for example based on a predetermined data schema.” Id. at 7:46–50. Thus, we can conclude that the term “security database,” as used in the ’529 Patent, encompasses at least a database within an inspection environment that monitors for cybersecurity threats and is configured to store a representation of a cloud computing environment that is monitored by the inspection environment. An example of such a security database is the Neo4j® graph database. Id. at 7:58–60. As discussed below, another example is the “context map” disclosed in Shua ’048. See Ex. 1005, 15, 25.” slip op. at 19
- Obviousness (§103) › Motivation to combine / reasonable expectation of successMotivation foundDecided for petitioner
“We find nothing contradictory in Petitioner’s argument that “100% of an organization’s assets” would include its AI models. Pet. 11, 21. Shua ’048 appears to contemplate treating multiple layers of structures as assets to be mapped and monitored. Ex. 1005 ¶ 30 (Shua’s Orca system “automatically assesses the security state of discovered asset[s] throughout the technology stack, including all four cloud layers: I/S, OS, apps, and data.”). On the current record, a VM is an asset that contains other assets, including an AI model.10 We conclude that for the purposes of institution, Petitioner’s mapping, as elucidated by Dr. Zadok, adequately demonstrates that the combination of Shua and Lang discloses limitation 1[c] and the corresponding limitations in claims 9 and 10. We further conclude that Petitioner’s identification of a motivation to combine Shua with Lang is adequate for institution purposes.” slip op. at 23
Claim construction§ 103 obviousnesscites Phillips · KSR · GrahamPatents in suitUS 12,003,529 - Orca Security Ltd. v. Wiz, Inc.Institution deniedPTAB · Dec 15, 2025 · IPR2025-01083 · APJ Nabeel U Khan · IPR · Institution
The Board denied institution because Petitioner did not show a reasonable likelihood that Shivamoggi disclosed the required natural-language list of abnormal connections, including for the dependent-claim grounds.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“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). Having considered the arguments and evidence presented by Petitioner and Patent Owner, we determine that Petitioner has not demonstrated a reasonable likelihood of prevailing on at least one of the challenged claims of the ’554 patent. We do not institute inter partes review as to the challenged claims of the ’554 patent.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“Petitioner argues that a person of ordinary skill in the art (POSITA) “would have had a bachelor’s degree in an academic area emphasizing computer science (i.e. computer science, computer information systems, computer engineering, etc.) or cybersecurity, with at least two years of experience in the field of cybersecurity.” Pet. 6 (citing Ex. 1003 ¶ 49). Petitioner further argues that “additional education or experience might substitute for these requirements.” Id. Patent Owner does not contest Petitioner’s proposed definition of a POSITA at this stage of the proceeding. See generally, Prelim. Resp. For purposes of this Decision, we adopt Petitioner’s proposed level of ordinary skill because it is consistent with the level of skill in the art at the time of the invention as reflected by the ’554 patent and the cited prior art.” slip op. at 7
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“Petitioner asserts that “no claim terms need to be construed to resolve any issues in controversy in the Petition.” Pet. 7 (citing Wellman, Inc. v. Eastman Chem. Co., 642 F.3d 1355, 1361 (Fed. Cir. 2011)). Patent Owner asserts that “[n]o constructions are necessary to deny institution because denial is warranted for numerous reasons that do not depend on claim construction, as further detailed below.” Prelim. Resp. 2. We determine that, at this stage of the proceeding, no explicit constructions are required to resolve the dispute between the parties.” slip op. at 8
- BurdenNot shown unpatentable
“Having reviewed the record presently before us, we agree with Patent Owner. Limitation 1[d] requires generating “insights, wherein the generated insights include at least a list of abnormal connections between the identified network objects.” The ʼ554 patent states that “[n]etwork insights are natural-language representations of aspects of the network graph.” 1 Ex. 1001, 10:15–17. Petitioner acknowledges that the recited “insights” are “natural-language representations.” Pet. 26 (citing Ex. 1001, 10:16–18). Dr. Easttom also agrees that insights are natural-language representations. Ex. 1003 ¶ 100 (testifying that “Shivamoggi’s insights are provided to the user as textual descriptions (i.e. natural-language representations).”). As an 1 The parties do not address whether the “wherein” clause of limitation 1[d] runs afoul of the printed matter doctrine. “[T]he petition must set forth . . . . [h]ow the challenged claim is to be construed.” 37 C.F.R. § 42.104. Even though “insights” are described in the ʼ554 patent as “natural-language representations of aspects of the network graph” (Ex. 1001, 10:15–17), Petitioner does not construe “insights, wherein the generated insights include at least a list of abnormal connections between the identified network objects,” as “printed matter” that may be disregarded because it is “not functionally related to the substrate.” See Praxair Distribution, Inc. v. Mallinckrodt Hosp. Prods. IP Ltd., 890 F.3d 1024, 1032 (Fed. Cir. 2018) (“‘Where the printed matter is not functionally related to the substrate, the printed matter will not distinguish the invention from the prior art in terms of patentability.’. . . For example, in In re Ngai, 367 F.3d 1336, 1339 (Fed. Cir. 2004) there was no functional relationship between claimed instructions and a diagnostic kit, as the instructions ‘in no way depend[ed] on the kit, and the kit [did] not depend on the’ instructions.” (quoting Ngai, 367 F.3d 1336, 1339 (Fed. Cir. 2004)). Because the parties have not addressed it, we decline to consider if the printed matter doctrine applies here. “virtual machine one to load balancer five, where port eighty is routed to port 1337 on virtual machine one, then from load balancer five to firewall two, where port eighty of firewall two is open, then from firewall two to subnet sixteen, where subnet sixteen has a network address of 10.0.1.0/24, then from subnet sixteen virtual network ten, where virtual network ten has a network address of 10.0.0.0/16, then from virtual network ten to virtual network eleven, via peering connection twelve, where peering connection twelve includes a routing rule to virtual network twelve, specifying virtual network twelve's network address, where virtual network twelve's network address is 172.31.0.0/16.” Ex. 1001, 10:31–45 (quotation marks in original). This example illustrates that an insight is provided in natural-language, or textual, format, consistent with the description of an insight in the ʼ554 patent and the testimony of Dr. Easttom. The limitation, which recites “the generated insights include at least a list of abnormal connections,” therefore requires generating a naturallanguage representation of a list of abnormal connections.” slip op. at 18
Claim constructioncites Phillips · KSR · GrahamPatents in suitUS 11,722,554 - Orca Security Ltd. v. Wiz, Inc.Institution deniedPTAB · Dec 15, 2025 · IPR2025-01086 · APJ Lisa A Murray · IPR · Institution
The Board denied institution on all challenged claims because Orca did not show a reasonable likelihood of prevailing, based on its unexplained inconsistent positions on a claim term.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)Institution denied meritsInstitution denied
“An inter partes review may be instituted only if “the information presented in the petition . . . and any [preliminary] 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). For the reasons given below, on this record, Petitioner has not established a reasonable likelihood that it would prevail in showing the unpatentability of at least one of the challenged claims. Accordingly, we decline to institute an inter partes review of the challenged claims. B. Real Parties in Interest” slip op. at 2
- Prior constructionPrior construction not adoptedDecided for patent owner
“The Board has recently clarified that “[s]imply noting that the petitioner is adopting a patent owner’s claim construction proposals from district court . . . is not a sufficient reason for advancing different positions in the two forums.” Revvo Techs., Inc. v. Cerebrum Sensor Techs, Inc., IPR2025-00632, Paper 20, 5 (PTAB Nov. 3, 2025) (precedential). In Revvo, as in this case, the petitioner did not propose its own constructions for claim terms in the Petition, but instead accepted the patent owner’s proposed constructions from the related district court litigation. Id. at 2. Although the petitioner had proposed different constructions for the claim terms in district court, it did not explain why it was taking a different position before the Board. Id. The Board’s trial rules “do not necessarily prohibit petitioners from taking inconsistent claim construction positions before the Board and a explain why alternative positions are warranted.” Revvo, Paper 20, 3–4 (quoting Cambridge Mobile Telematics, Inc. v. Sfara, Inc., IPR2024-00952, Paper 12 at 8–9 (PTAB Dec. 13, 2024) (informative)). Petitioner has not sufficiently done so here. Moreover, the fact that Petitioner cannot raise its indefiniteness challenge in an inter partes review is not a sufficient reason to allow Petitioner to take inconsistent claim construction positions before the Board and the district court. Tesla, Inc. v. Intellectual Ventures II LLC, IPR2025- 00340, Paper 18, 3 (Nov. 5, 2025) (informative). As explained in the Board’s Tesla decision: Petitioner’s statement that it cannot raise indefiniteness challenges in an inter partes review is not a sufficient explanation. Indeed, the statement amounts to an assertion that a petitioner should be permitted to raise inconsistent invalidity challenges in the two forums. Petitioner’s explanation may have risen to a sufficient level, for example, if Petitioner had shown that, notwithstanding the alleged indefiniteness of the claim term, an ordinarily skilled artisan would understand that the asserted art satisfies the claim limitation (such as if the limitation prescribed a range and only the outer bounds of the range were unclear). Instead, Petitioner argued indefiniteness in the district court and then adopted Patent Owner’s plain and ordinary meaning construction from the district court litigation in its Petition. Allowing a petitioner to advance a claim construction before the Board when that petitioner has made inconsistent indefiniteness arguments in” slip op. at 7
Claim constructioncites PhillipsPatents in suitUS 12,001,549 - Orca Security Ltd. v. Wiz, Inc.InstitutedPTAB · Dec 15, 2025 · IPR2025-01085 · APJ Karl D Easthom · IPR · Institution
The Board instituted IPR on claims 1–21, finding a reasonable likelihood of prevailing on both § 103 grounds: Calvo and Nguyen, and Calvo, Nguyen, and Datsenko.
RulingsInstitution decision- PTAB / AIA Trials › Institution threshold (reasonable likelihood / more likely than not)InstitutedInstituted
“presented in a petition and preliminary 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). For the reasons explained below, we determine that Petitioner establishes a reasonable likelihood that it would prevail with respect to at least one challenged claim. Accordingly, we institute an inter partes review as to the challenged claims and the grounds raised in the Petition.” slip op. at 2
- Skill levelSkill level petitioner adoptedDecided for petitioner
“B. Level of Ordinary Skill in the Art Petitioner contends that a person of ordinary skill in the art (POSITA) at the time of the ’693 Patent would have had a bachelor’s degree in computer engineering, computer science, electrical engineering, or a similar degree, with at least two years of experience in the field of cybersecurity; additional education or experience might substitute for these requirements. Pet. 7 (citing Ex. 1003 ¶¶ 63–64). Patent Owner does not provide a level of ordinary skill in the art. See generally Prelim. Resp. Based on a review of the record, we adopt Petitioner’s proposed level of ordinary skill in the art because it is consistent with the evidence of record, including the asserted prior art and ’693 patent specification.” slip op. at 6
- Claim Construction › Intrinsic evidence (Phillips canons) › Plain and ordinary meaning to a POSITATerm construed board ownDecided for petitioner
“support a construction that is similar to Petitioner’s construction of a “network path” as “a link between two machines.” See Pet. 17. That is, limitation 1(a) recites “selecting a reachable resource having a network path to access the reachable resource, wherein the reachable resource is a cloud object . . . having access to an external network which is external to the cloud computing environment,” and limitation 1(b) recites “actively inspecting the network path to determine if the network path of the reachable resource is accessible from the external network.” This plain language shows that a network path is simply a connection (link) between an external network object and a resource in a cloud (or cloud object). The specification provides an example of accessing “port 22”: “Active inspection allows to [sic] generate instructions directed at the reachable resource over a network path, which when received by the reachable resource cause the reachable resource to send a response.” Ex. 1001, 5:40–45. The specification also states that “a network path may include sequential representations of possible data/control flows between two or more objects in a graph.” Ex. 1001, 12:49–52; accord Ex. 1001, 12:60–62 (describing “a path show[ing] a connection between security objects and/or computing objects that communicate over a network”), 12:42–44 (“A network path is a connection of two or more security objects accessible from an external or internal network, and/or an external or internal object.”). In other words, the specification indicates that a transmitting testing object may be an object external to the cloud connected via a network path to another object (a cloud resource for testing). The “network path” may also include resources/objects (represented as graph vertices) on the path. See id. at 12:51–59 (“A path may be a vertexonly path, describing a sequence of vertex-to-vertex ‘hops,’ an edge-only path, describing only the edges included in the sequence without description of the associated vertices, or a combined edge-vertex path, describing both edges and vertexes included in the sequence.” (emphasis added)). Accordingly, for purposes of institution, we construe a “network path” as “a connection between an external object and a cloud resource, wherein the connection itself include objects and/or cloud resources.”” slip op. at 9
- Claim Construction › Threshold & procedure › Whether a term needs construction (O2 Micro)No construction neededOther
“4. Remaining Terms No express construction of any other claim term is necessary to determine whether to institute inter partes review. See Nidec Motor Corp. v. Zhongshan Broad Ocean Motor Co., 868 F.3d 1013, 1017 (Fed. Cir. 2017) (“[W]e need only construe 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))). D.” slip op. at 12
Claim construction§ 103 obviousnesscites KSR · GrahamPatents in suitUS 11,936,693
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.