METADATA REVIEW · LOCAL SIMULATION
Can we publish this title?
Examine the sources, checks and editorial decision.
Explained example below. Loading local controls…
REAL CORPUS · READ ONLY
Six observations. No inferred approval.
Metadata observed on 22 September 2026, kit 1.0.2. All six decisions remain pending_review. These files do not contain complete page bodies.
Interface and observation languages are distinct. The archived values below are never translated.
FR · article Automatiser les meta titles et descriptions sans perdre le contrôlepending_review
- url
- https://www.edikka.com/insights/ia-automatisation-web/automatiser-meta-title-description
- locale
- fr
- page_type
- article
- title
- Automatiser les meta titles et descriptions sans perdre le contrôle
- description
- Découvrez comment automatiser la génération de meta titles et descriptions avec l’IA tout en gardant une stratégie SEO cohérente et maîtrisée.
- h1
- Automatiser la génération de meta titles et descriptions sans perdre le contrôle
- canonical
- https://www.edikka.com/insights/ia-automatisation-web/automatiser-meta-title-description
- title_length
- 67
- description_length
- 142
- source_hash
- sha256:9ea0eceda6cd68145c2f47d498f0754b3ab5e8308c778cbb49acadc472609b18
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
EN · article Automating meta titles and descriptions without losing controlpending_review
- url
- https://www.edikka.com/en/insights/ai-web-automation/automating-meta-titles-descriptions
- locale
- en
- page_type
- article
- title
- Automating meta titles and descriptions without losing control
- description
- Learn how to automate meta title and description generation with AI while keeping a coherent and controlled SEO strategy.
- h1
- Automating meta titles and descriptions without losing control
- canonical
- https://www.edikka.com/en/insights/ai-web-automation/automating-meta-titles-descriptions
- title_length
- 62
- description_length
- 121
- source_hash
- sha256:158afdacff9048629478e265fa477aa06225417fc6b9cf3be840b1f8520a6fa0
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
FR · article Automatisation SEO par IA : gagner du temps sans perdre la qualitépending_review
- url
- https://www.edikka.com/insights/ia-automatisation-web/automatisation-seo-ia
- locale
- fr
- page_type
- article
- title
- Automatisation SEO par IA : gagner du temps sans perdre la qualité
- description
- Découvrez comment automatiser certaines tâches SEO avec l’IA tout en gardant une stratégie claire, un contrôle éditorial et des contenus utiles.
- h1
- Automatisation SEO par IA : gagner du temps sans perdre la qualité éditoriale
- canonical
- https://www.edikka.com/insights/ia-automatisation-web/automatisation-seo-ia
- title_length
- 66
- description_length
- 144
- source_hash
- sha256:0830ecb678164b042128d9586892311f2a459a6b1708c007df62a3cfe3504383
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
EN · article AI SEO automation: saving time without losing qualitypending_review
- url
- https://www.edikka.com/en/insights/ai-web-automation/ai-seo-automation
- locale
- en
- page_type
- article
- title
- AI SEO automation: saving time without losing quality
- description
- Learn how to automate SEO tasks with AI while keeping a clear strategy, editorial control and genuinely useful content.
- h1
- AI SEO automation: saving time without losing editorial quality
- canonical
- https://www.edikka.com/en/insights/ai-web-automation/ai-seo-automation
- title_length
- 53
- description_length
- 119
- source_hash
- sha256:b31ed0762016da027902e3ee6c3e1143025c192f4f3e3e942fcc0be13bea98d7
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
FR · service Agence SEO & GEO à Paris, référencement naturel et visibilité IA | Edikkapending_review
- url
- https://www.edikka.com/expertise/seo
- locale
- fr
- page_type
- service
- title
- Agence SEO & GEO à Paris, référencement naturel et visibilité IA | Edikka
- description
- Edikka accompagne votre SEO et votre visibilité IA : audit, architecture, contenus, données structurées, GEO, performance, preuves vérifiables et conversion.
- h1
- Agence SEO & GEO à Paris pour rendre votre site visible, rapide et citable par les IA
- canonical
- https://www.edikka.com/expertise/seo
- title_length
- 73
- description_length
- 157
- source_hash
- sha256:e6cfc84445d966b3bc00976f9235660c1f9e780f12543c8ddebf3f1757169c80
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
EN · service SEO & GEO Agency in Paris, France | Edikkapending_review
- url
- https://www.edikka.com/en/expertise/seo
- locale
- en
- page_type
- service
- title
- SEO & GEO Agency in Paris, France | Edikka
- description
- Edikka combines technical SEO, content architecture, structured data, GEO and verifiable evidence to grow search and AI visibility in France and Europe.
- h1
- SEO & GEO agency in Paris, France, for Google and AI visibility
- canonical
- https://www.edikka.com/en/expertise/seo
- title_length
- 42
- description_length
- 152
- source_hash
- sha256:93491a711d03f30eb2842ddbab134ea683d53aae30c7700545ac600d6565c287
- exact_title_duplicates
- Empty in the archive
- near_title_duplicates
- Empty in the archive
- similarity_method
- word_bigram_jaccard_0.72
- human_decision
- pending_review
source_hash = SHA-256 of title, description, H1 and canonical, separated by newlines. A price or paragraph change elsewhere can remain invisible to this fingerprint.
Open the current page ↗ — new tab, not a September archive.
Original corpus CSV · Original manifest · Import provenance and fingerprints
METHOD & LIMITS
Checking is not approving.
What this demo establishes
Empty fields, recognised variables, exact equality, calculated similarity, locks and version combinations. Known claims are compared with structured scenario facts.
For free text, lexical cues can help review. They verify neither meaning nor negation nor every possible claim. Unevaluated points stay explicit.
What Google displays
Google can compose a result title from several sources and a snippet from page content. Supplied tags do not guarantee the displayed text. Lengths are indicative.
Reproduce the kit’s similarity calculation
Text cleaned by the published plain function, lowercase, Unicode letter/number words, sets of word bigrams, Jaccard intersection / union; threshold ≥ 0.72. One word forms a singleton; two empty sets return 1; one empty set returns 0. Repetitions disappear in the set, accents remain distinct. Exact duplication is compared before similarity.
Resemblance is neither established cannibalisation nor an SEO score.
Fingerprints, decisions and exports
Historical source_hash covers only four fields. The demo uses a separate fictional-evidence fingerprint: SHA-256 of sorted-key JSON containing scenario, version, language, text, facts, unknowns and optional comparisons. The approval combination also includes proposal and rules.
The export is an identified educational session, not a validated parent-contract output. Provider, model and real reviewer are not invented. CSV protects cells that could be interpreted as formulas; JSON preserves exact text.
Parent contract kept separately · Five scenarios, rules and expected results
Original data remains CC BY 4.0 (Edikka). New code and fictional scenarios are MIT. The original licence still mentions 1.0.0; the kit manifest identifies version 1.0.2.
Reproduce and test the calculations · Kit documentation · Original licence