{"slug":"ai-adapt-opra-20261106","entry":{"slug":"ai-adapt-opra-20261106","title":"AI Adaptation Research Report — OPRA (Opera Ltd) · BlackSwan constituent","symbol":"OPRA","kind":"ai_adaptation","name":"Opera Ltd","book":"AMF-BLACKSWAN","direction":"short","verdict":"blackswan","run_date":"2026-11-06","narrative":"model","level":0,"aas":9.4,"date":"2026-11-06","generated_at":"2026-11-06T07:07:06+00:00","description":"Verdict: BlackSwan (short book), because the anchor filing reads as \"absent\" on AI — zero AI sentences detected in its substantive text.","algorithm_release":"1.1.0","rank":1,"composite":25.688,"story_score":52.77,"market":31.22,"weight":0.152232,"pinned":false},"url":"/marr/ai-adapt-opra-20261106","markdown":"# AI Adaptation Research Report — OPRA (Opera Ltd) · BlackSwan constituent\n\n*EventTrader research desk · generated 2026-11-06 07:07 UTC · report ai-adapt-opra-20261106 · narrative: AI analyst, checked against the evidence pack*\n\n| | |\n|---|---|\n| **Company** | OPRA — Opera Ltd · SIC 7372 Services-Prepackaged Software |\n| **Book** | AMF-BLACKSWAN (short) — BlackSwan |\n| **Composition algorithm** | Swan Composite v1.1.0 — 50% AI Adaptation Score + 25% AI Story Score + 25% market verdict, conviction-weighted |\n| **Anchor filing** | 20-F filed 2026-03-27 (period 2025-12-31) |\n| **Adoption level** | 0 — absent · deterministic |\n| **AI Adaptation Score** | 9.4 / 100 · run 2026-11-06 · sector software percentile 1.0 |\n| **Price** | 14.61 USD · stale quote |\n| **Place in the book** | rank 1 of 10 · composite 25.7 · story 52.8 · market verdict 31.2 · weight 15.2% |\n\n## 1. Verdict\n\n- **Verdict: BlackSwan (short book), because the anchor filing reads as \"absent\" on AI — zero AI sentences detected in its substantive text.** [S1][S5]\n- **Anchor filing:** Opera Ltd's Form 20-F filed 2026-03-27 for the period ending 2025-12-31 (accession 0001737450-26-000005). [S1][S2]\n- **Adoption level: 0, \"absent\"** — lexical score 0, with no model read performed (model status \"none\"). [S5]\n- **AI Adaptation Score: 9.397, cluster \"non_adopter\"**, ranking in roughly the 6.5th percentile of the 6,511-name universe and the 1.0th percentile of 585 software peers. [S5]\n- **What would move it:** a later 20-F (or model read) that actually describes AI in the business — deployed products, proprietary models, or named AI investment — would lift the level above \"absent.\" [S1][S5]\n\n## 2. The company\n\nThe pack identifies the filer as **Opera Ltd**, ticker OPRA, SEC CIK 1737450, listed on Nasdaq. [S4] It is classified under SIC code 7372, \"Services-Prepackaged Software,\" and is scored within the software universe defined as SIC 7370–7379. [S5] The filing reviewed is Opera's annual report on **Form 20-F**, filed 2026-03-27 and covering the fiscal year ended 2025-12-31. [S1][S2] Beyond this filer identity, sector classification, and the identity of the anchor filing, the pack does not provide a business description, and this report does not add one.\n\n## 3. What the filing says about AI\n\n**The pack contains no AI sentence from the anchor filing.** The anchor 20-F has been measured at zero AI sentences in its substantive text, and the pack supplies no grounded quotes from it. [S1][S5] Because the evidence pack provides no verbatim AI sentence from this filing, there is nothing to quote here. The filing reviewed, as represented in the pack, does not state anything about artificial intelligence that the scoring process captured. [S1]\n\n## 4. The AI Adaptation Score\n\nThe adoption **level is 0, \"absent,\"** built from a lexical score of 0 with no model read (model status \"none,\" confidence and credibility null). [S5] The feature read records 13,650 total words and 13,045 substantive words, with **0 AI sentences, 0 substantive hits, 0 risk hits, and a substantive AI density of 0.0.** [S5] Vendor, deployed, exploring, proprietary, native, greenfield, and investment sentence counts are all 0, and the financial-intensity fields (R&D-to-revenue, capex-to-revenue, revenue-per-employee) are null in the pack. [S5]\n\nThe **AI Adaptation Score is 9.397**, placing OPRA in the \"non_adopter\" cluster with a margin of 21.112. [S5] Its components are: level 0.0, greenfield 0.0, credibility 0.0, **trajectory 5.886, and investment 3.511** — so the modest score it carries comes entirely from the trajectory and investment terms, not from any current AI content. [S5] The score sits at the **6.5th percentile of the 6,511-name universe and the 1.0th percentile of its 585 software peers.** [S5] These figures are reported as given and are not recomputed here.\n\n## 5. Trajectory\n\nThe previous periodic report was also a Form 20-F, filed 2025-04-10, and it was scored at **level 2, \"bolt-on,\" with 55 AI sentences and a substantive AI density of 27.37.** [S3][S5] The level therefore **moved down two steps, from \"bolt-on\" (2) to \"absent\" (0),** and the measured AI-sentence count fell from 55 to 0 between the two filings. [S3][S5] The pack does not explain why the current filing shows no AI language where the prior one showed substantial AI discussion; it reports only the two measurements. [S5]\n\n## 6. Recent developments\n\nThe pack's 45-day headline window returns items, but **none of them reference Opera Ltd**; they concern unrelated issuers and topics:\n- Phase II ivonescimab NSCLC study published in Nature Medicine — 2026-11-06 [S7]\n- Silvercorp reports Q2 FY2027 adjusted net income of $18.4M — 2026-11-05 [S8]\n- Curis to report Q3 2026 results on November 12, 2026 — 2026-11-05 [S9]\n- Secure Identity Alliance OSIA interoperability demo at TRUSTECH Paris — 2026-11-05 [S10]\n- Varda's W-8 capsule returns from orbit — 2026-11-05 [S11]\n- Adani Ports to acquire storage operator Evos (€2.56B) — 2026-11-05 [S12]\n- HealthWell Foundation appoints technology & operations director — 2026-11-05 [S13]\n- Adani Ports–Evos deal coverage (EUR 2.56B) — 2026-11-05 [S14]\n\nNo headline in the pack is specific to OPRA, so there are no company-specific developments to report. [S5]\n\n## 7. What would change the verdict\n\nConcretely, a later 20-F — or a model read of the current one — would have to surface AI content the present scoring did not find: substantive AI sentences in the business text rather than zero, and ideally evidence of **deployed AI products, proprietary or native models, or named AI investment** of the kind the feature set tracks. [S1][S5] The prior filing's 55 AI sentences and \"bolt-on\" level show that such language is within Opera's reach in principle; a return to that kind of disclosure, captured by the next scoring run, is what the components point to as the path out of \"absent.\" [S3][S5] This is an evidence standard, not a forecast — the pack gives no basis to predict whether the next filing will meet it.\n\n## 8. Risks and caveats\n\nA filing-based score can see only what the anchor document says and how the model reads it; it cannot see products, revenue, or AI work that a company builds but does not describe in that specific 20-F. [S1][S5] The sharp drop from 55 AI sentences to 0 between two annual reports is exactly the kind of result a keyword-and-sentence count can produce for reasons it cannot distinguish — a genuine change in strategy, a change in how the filing is written, or a parsing artifact all look identical to the counter. [S3][S5] The pack also carries data-quality flags worth noting: no model read was performed (status \"none\"), and the price field is marked stale. [S5][S6] **The verdict would be falsified** if the anchor filing in fact contains AI disclosure that the pack's zero-sentence read missed, or if a model pass returned a non-zero credibility read — in which case the \"absent\" level would not stand. [S1][S5]\n\n## 9. Watch list\n\n- **Next filing:** Opera's next Form 20-F; the current anchor covers FY2025 and was filed 2026-03-27, so the following annual report is the next periodic document to read. [S1][S4]\n- **Model read:** none has been performed on the anchor filing (model status \"none\"); a completed read is the pending input that could change the level. [S5]\n- **Next scoring run:** this report reflects the 2026-11-06 run; the subsequent run is where any new filing or model read would register. [S5]\n## Place in the book\n\n- Rank 1 of 10 in AMF-BLACKSWAN (Swan Composite v1.1.0, scoring run 2026-11-06): the book holds the lowest composites [S5].\n- Composite: 0.50 × 9.4 (AAS) + 0.25 × 52.8 (story) + 0.25 × 31.2 (market) = 25.7 [S5].\n- Market verdict 31.2: over the last 90 days OPRA fell more and rose less than the software universe's median daily return (down-capture 1.52, up-capture 0.77, L = -0.75; 33 down / 19 up days) — the Failure-To-Adapt fund's selection signal, 50 = moves with the software universe's median daily return [S5].\n- AI Story Score 52.8: a beneficiary narrative in the AI stories written about the company [S5].\n- Weight: rank factor 2.00 (rank 1 of 10) × story factor 1.00 × market factor 1.19, normalised across the book and clamped to 5–20% → 15.2% [S5].\n\n## Sources\n\n- **S1** — OPRA 20-F filed 2026-03-27 — SEC primary document (the anchor filing the score reads) — \n- **S2** — EDGAR filing index for accession 0001737450-26-000005 — \n- **S3** — OPRA 20-F filed 2025-04-10 — the previous periodic report (trajectory) — \n- **S4** — SEC EDGAR company submissions — Opera Ltd (CIK 1737450) — \n- **S5** — EventTrader AI Adaptation Score, scoring run 2026-11-06 — the AMF-BLACKSWAN fund page (method, composition) — \n- **S6** — EventTrader real-price feed — OPRA quote — \n- **S7** — Headline — wire:prnewswire 2026-11-06T02:27+00:00: Phase II Study of Ivonescimab in the Perioperative Setting for Resectable NSCLC Published in Nature Medicine — \n- **S8** — Headline — wire:prnewswire_earnings 2026-11-05T22:05+00:00: SILVERCORP REPORTS ADJUSTED NET INCOME OF $18.4 MILLION, $0.08 PER SHARE, AND CASH FLOW FROM OPERATING ACTIVITIES OF $62.7 MILLION FOR Q2 FISCAL 2027 — \n- **S9** — Headline — wire:prnewswire 2026-11-05T21:38+00:00: Curis to Report Third Quarter 2026 Financial and Operating Results and Host Conference Call and Webcast on November 12, 2026 — \n- **S10** — Headline — wire:prnewswire 2026-11-05T18:45+00:00: Register a Birth, Live: Secure Identity Alliance Hosts OSIA Live Interoperability Demo at TRUSTECH Paris — \n- **S11** — Headline — wire:prnewswire 2026-11-05T18:16+00:00: Varda's W-8 Capsule Returns Safely from Orbit as Three Vehicles Operate in Space — \n- **S12** — Headline — wire:gnews-ma 2026-11-05T15:24+00:00: Adani Ports to acquire European storage operator Evos for €2.56 billion - The Tribune — \n- **S13** — Headline — wire:prnewswire_financial 2026-11-05T15:00+00:00: HealthWell Foundation Appoints Technology & Operations Leader as Director — \n- **S14** — Headline — wire:gnews-commercial-mega 2026-11-05T14:33+00:00: Adani Ports to Acquire Europe's Second-Largest Liquid Storage Operator Evos in EUR 2.56 Billion Deal - Republic World — \n\n## Method and disclaimer\n\nThe AI Adaptation Score reads each company's own periodic SEC reports (10-K, 10-Q, 20-F, 40-F): deterministic features (AI sentences by section, proprietary-model, deployment, outcome, investment and vendor language, boilerplate and negation excluded) set an adoption level on a 0–4 rubric; a model read of the filing's AI sentences confirms the level and scores credibility and greenfield (the business built with AI from the ground up rather than retrofitted); the score combines level, greenfield, credibility, trajectory against the previous report and investment, measured against the company's sector, with greenfield carrying the highest reward. The books are composed by Swan Composite v1.1.0: each company's composite is 50% AI Adaptation Score + 25% AI Story Score + 25% market verdict — the AI Story Score is the sentiment of the AI stories written about it, the belief network of companies named in the same stories and the price reaction to those stories (no story scores neutral); the market verdict is the Failure-To-Adapt fund's selection signal, the signed down/up capture ratio of the stock against the software universe's median return over 90 days (a stock that falls more and rises less than its peers scores below 50). AMF-BLACKSWAN holds the ten lowest composites that pass the liquidity screen and the new-listing gate and AMF-WHITESWAN the ten highest, weighted by conviction (rank, story agreement and market agreement, each leg 5–20%), recomposed on every scoring run. Every quote in this report is the filing's text verbatim; every factual sentence names its source; a source the platform could not reach is reported as missing, never filled in.\n\n*This report is information, not investment advice. Figures come from the cited sources as of their dates. Nothing here is a recommendation to buy, sell or hold any asset.*\n","html":"

AI Adaptation Research Report — OPRA (Opera Ltd) · BlackSwan constituent

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EventTrader research desk · generated 2026-11-06 07:07 UTC · report ai-adapt-opra-20261106 · narrative: AI analyst, checked against the evidence pack

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CompanyOPRA — Opera Ltd · SIC 7372 Services-Prepackaged Software
BookAMF-BLACKSWAN (short) — BlackSwan
Composition algorithmSwan Composite v1.1.0 — 50% AI Adaptation Score + 25% AI Story Score + 25% market verdict, conviction-weighted
Anchor filing20-F filed 2026-03-27 (period 2025-12-31)
Adoption level0 — absent · deterministic
AI Adaptation Score9.4 / 100 · run 2026-11-06 · sector software percentile 1.0
Price14.61 USD · stale quote
Place in the bookrank 1 of 10 · composite 25.7 · story 52.8 · market verdict 31.2 · weight 15.2%
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1. Verdict

\n
    \n
  • Verdict: BlackSwan (short book), because the anchor filing reads as \"absent\" on AI — zero AI sentences detected in its substantive text. [S1][S5]
    • \n
  • Anchor filing: Opera Ltd's Form 20-F filed 2026-03-27 for the period ending 2025-12-31 (accession 0001737450-26-000005). [S1][S2]
    • \n
  • Adoption level: 0, \"absent\" — lexical score 0, with no model read performed (model status \"none\"). [S5]
    • \n
  • AI Adaptation Score: 9.397, cluster \"non_adopter\", ranking in roughly the 6.5th percentile of the 6,511-name universe and the 1.0th percentile of 585 software peers. [S5]
    • \n
  • What would move it: a later 20-F (or model read) that actually describes AI in the business — deployed products, proprietary models, or named AI investment — would lift the level above \"absent.\" [S1][S5]
    • \n
\n

2. The company

\n

The pack identifies the filer as Opera Ltd, ticker OPRA, SEC CIK 1737450, listed on Nasdaq. [S4] It is classified under SIC code 7372, \"Services-Prepackaged Software,\" and is scored within the software universe defined as SIC 7370–7379. [S5] The filing reviewed is Opera's annual report on Form 20-F, filed 2026-03-27 and covering the fiscal year ended 2025-12-31. [S1][S2] Beyond this filer identity, sector classification, and the identity of the anchor filing, the pack does not provide a business description, and this report does not add one.

\n

3. What the filing says about AI

\n

The pack contains no AI sentence from the anchor filing. The anchor 20-F has been measured at zero AI sentences in its substantive text, and the pack supplies no grounded quotes from it. [S1][S5] Because the evidence pack provides no verbatim AI sentence from this filing, there is nothing to quote here. The filing reviewed, as represented in the pack, does not state anything about artificial intelligence that the scoring process captured. [S1]

\n

4. The AI Adaptation Score

\n

The adoption level is 0, \"absent,\" built from a lexical score of 0 with no model read (model status \"none,\" confidence and credibility null). [S5] The feature read records 13,650 total words and 13,045 substantive words, with 0 AI sentences, 0 substantive hits, 0 risk hits, and a substantive AI density of 0.0. [S5] Vendor, deployed, exploring, proprietary, native, greenfield, and investment sentence counts are all 0, and the financial-intensity fields (R&D-to-revenue, capex-to-revenue, revenue-per-employee) are null in the pack. [S5]

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The AI Adaptation Score is 9.397, placing OPRA in the \"non_adopter\" cluster with a margin of 21.112. [S5] Its components are: level 0.0, greenfield 0.0, credibility 0.0, trajectory 5.886, and investment 3.511 — so the modest score it carries comes entirely from the trajectory and investment terms, not from any current AI content. [S5] The score sits at the 6.5th percentile of the 6,511-name universe and the 1.0th percentile of its 585 software peers. [S5] These figures are reported as given and are not recomputed here.

\n

5. Trajectory

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The previous periodic report was also a Form 20-F, filed 2025-04-10, and it was scored at level 2, \"bolt-on,\" with 55 AI sentences and a substantive AI density of 27.37. [S3][S5] The level therefore moved down two steps, from \"bolt-on\" (2) to \"absent\" (0), and the measured AI-sentence count fell from 55 to 0 between the two filings. [S3][S5] The pack does not explain why the current filing shows no AI language where the prior one showed substantial AI discussion; it reports only the two measurements. [S5]

\n

6. Recent developments

\n

The pack's 45-day headline window returns items, but none of them reference Opera Ltd; they concern unrelated issuers and topics:

\n
    \n
  • Phase II ivonescimab NSCLC study published in Nature Medicine — 2026-11-06 [S7]
    • \n
  • Silvercorp reports Q2 FY2027 adjusted net income of $18.4M — 2026-11-05 [S8]
    • \n
  • Curis to report Q3 2026 results on November 12, 2026 — 2026-11-05 [S9]
    • \n
  • Secure Identity Alliance OSIA interoperability demo at TRUSTECH Paris — 2026-11-05 [S10]
    • \n
  • Varda's W-8 capsule returns from orbit — 2026-11-05 [S11]
    • \n
  • Adani Ports to acquire storage operator Evos (€2.56B) — 2026-11-05 [S12]
    • \n
  • HealthWell Foundation appoints technology & operations director — 2026-11-05 [S13]
    • \n
  • Adani Ports–Evos deal coverage (EUR 2.56B) — 2026-11-05 [S14]
    • \n
\n

No headline in the pack is specific to OPRA, so there are no company-specific developments to report. [S5]

\n

7. What would change the verdict

\n

Concretely, a later 20-F — or a model read of the current one — would have to surface AI content the present scoring did not find: substantive AI sentences in the business text rather than zero, and ideally evidence of deployed AI products, proprietary or native models, or named AI investment of the kind the feature set tracks. [S1][S5] The prior filing's 55 AI sentences and \"bolt-on\" level show that such language is within Opera's reach in principle; a return to that kind of disclosure, captured by the next scoring run, is what the components point to as the path out of \"absent.\" [S3][S5] This is an evidence standard, not a forecast — the pack gives no basis to predict whether the next filing will meet it.

\n

8. Risks and caveats

\n

A filing-based score can see only what the anchor document says and how the model reads it; it cannot see products, revenue, or AI work that a company builds but does not describe in that specific 20-F. [S1][S5] The sharp drop from 55 AI sentences to 0 between two annual reports is exactly the kind of result a keyword-and-sentence count can produce for reasons it cannot distinguish — a genuine change in strategy, a change in how the filing is written, or a parsing artifact all look identical to the counter. [S3][S5] The pack also carries data-quality flags worth noting: no model read was performed (status \"none\"), and the price field is marked stale. [S5][S6] The verdict would be falsified if the anchor filing in fact contains AI disclosure that the pack's zero-sentence read missed, or if a model pass returned a non-zero credibility read — in which case the \"absent\" level would not stand. [S1][S5]

\n

9. Watch list

\n
    \n
  • Next filing: Opera's next Form 20-F; the current anchor covers FY2025 and was filed 2026-03-27, so the following annual report is the next periodic document to read. [S1][S4]
    • \n
  • Model read: none has been performed on the anchor filing (model status \"none\"); a completed read is the pending input that could change the level. [S5]
    • \n
  • Next scoring run: this report reflects the 2026-11-06 run; the subsequent run is where any new filing or model read would register. [S5]
    • \n
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Place in the book

\n
    \n
  • Rank 1 of 10 in AMF-BLACKSWAN (Swan Composite v1.1.0, scoring run 2026-11-06): the book holds the lowest composites [S5].
    • \n
  • Composite: 0.50 × 9.4 (AAS) + 0.25 × 52.8 (story) + 0.25 × 31.2 (market) = 25.7 [S5].
    • \n
  • Market verdict 31.2: over the last 90 days OPRA fell more and rose less than the software universe's median daily return (down-capture 1.52, up-capture 0.77, L = -0.75; 33 down / 19 up days) — the Failure-To-Adapt fund's selection signal, 50 = moves with the software universe's median daily return [S5].
    • \n
  • AI Story Score 52.8: a beneficiary narrative in the AI stories written about the company [S5].
    • \n
  • Weight: rank factor 2.00 (rank 1 of 10) × story factor 1.00 × market factor 1.19, normalised across the book and clamped to 5–20% → 15.2% [S5].
    • \n
\n

Sources

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Method and disclaimer

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The AI Adaptation Score reads each company's own periodic SEC reports (10-K, 10-Q, 20-F, 40-F): deterministic features (AI sentences by section, proprietary-model, deployment, outcome, investment and vendor language, boilerplate and negation excluded) set an adoption level on a 0–4 rubric; a model read of the filing's AI sentences confirms the level and scores credibility and greenfield (the business built with AI from the ground up rather than retrofitted); the score combines level, greenfield, credibility, trajectory against the previous report and investment, measured against the company's sector, with greenfield carrying the highest reward. The books are composed by Swan Composite v1.1.0: each company's composite is 50% AI Adaptation Score + 25% AI Story Score + 25% market verdict — the AI Story Score is the sentiment of the AI stories written about it, the belief network of companies named in the same stories and the price reaction to those stories (no story scores neutral); the market verdict is the Failure-To-Adapt fund's selection signal, the signed down/up capture ratio of the stock against the software universe's median return over 90 days (a stock that falls more and rises less than its peers scores below 50). AMF-BLACKSWAN holds the ten lowest composites that pass the liquidity screen and the new-listing gate and AMF-WHITESWAN the ten highest, weighted by conviction (rank, story agreement and market agreement, each leg 5–20%), recomposed on every scoring run. Every quote in this report is the filing's text verbatim; every factual sentence names its source; a source the platform could not reach is reported as missing, never filled in.

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This report is information, not investment advice. Figures come from the cited sources as of their dates. Nothing here is a recommendation to buy, sell or hold any asset.

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