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Revise AutoGraph Use Cases page - #991

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Revise AutoGraph Use Cases page#991
nerpaula wants to merge 3 commits into
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autograph-use-cases-review

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@nerpaula

@nerpaula nerpaula commented May 6, 2026

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Description

Upstream PRs

  • 3.10:
  • 3.11:
  • 3.12:
  • 4.0:

Summary by CodeRabbit

  • Documentation
    • Replaced narrative case studies with a modular "Use Cases" page covering six scenarios
    • Added top-level intro summarizing the standard workflow (upload → domain discovery → retrieval)
    • Clarified AutoGraph does not directly connect to third-party systems; upload via supported formats/API
    • For each use case, added "What you bring" and "What you get" (domain-partitioned graphs, citations, retrieval strategies)

Review Change Stack

@arangodb-docs-automation

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Deploy Preview Available Via
https://deploy-preview-991--docs-hugo.netlify.app

@cla-bot cla-bot Bot added the cla-signed label May 6, 2026
@coderabbitai

coderabbitai Bot commented May 6, 2026

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📝 Walkthrough

Walkthrough

Restructures AutoGraph use-case documentation into an introductory workflow + constraints note and six modular use-case sections, each with consistent "What you bring" and "What you get" details focused on domain-partitioned knowledge graphs and retrieval strategies.

Changes

Use Cases Documentation

Layer / File(s) Summary
Introduction & Constraints
site/content/agentic-ai-suite/autograph/use-cases.md
Adds AutoGraph workflow overview (upload → domain discovery → Retriever) and an info callout that AutoGraph does not directly connect to third-party systems and requires exported uploads via UI/API.
Customer support AI agents
site/content/agentic-ai-suite/autograph/use-cases.md
Replaces prior support narrative with a structured scenario, "How AutoGraph fits", and "What you bring"/"What you get" emphasizing runbooks, partitions, Deep Search, and citations.
Enterprise knowledge assistants
site/content/agentic-ai-suite/autograph/use-cases.md
Adds domain-partitioned knowledge graph description with per-domain ontologies/citations and optional AQLizer pairing; includes input/output bullets.
Product & developer documentation
site/content/agentic-ai-suite/autograph/use-cases.md
Adds module-based isolation and clustering for retrieval routing; separates public vs internal notes and links graph visualization.
Research and development
site/content/agentic-ai-suite/autograph/use-cases.md
Adds FullGraphRAG-focused R&D section covering entity/community extraction, relationship building, and Deep Search over communities with expected inputs/outputs.
Legal & contract review
site/content/agentic-ai-suite/autograph/use-cases.md
Adds legal-domain ontology and entity extraction aligned to legal reasoning, with tuned ontology and cross-document citation guidance.
Network, asset & infrastructure operations
site/content/agentic-ai-suite/autograph/use-cases.md
Adds ingestion and module-scoped retrieval guidance for operational documentation, runbooks, and post-incident knowledge with citation-aware retrieval.

Estimated code review effort

🎯 3 (Moderate) | ⏱️ ~20 minutes

Possibly related PRs

  • arangodb/docs-hugo#984: Also updates AutoGraph documentation around per-domain RAG strategy and domain-partitioned knowledge graphs.

Suggested reviewers

  • diegomendez40

Poem

🐰 A rabbit hops through docs anew,

Six tidy paths in greenish hue,
What you bring and what you'll gain,
Clear as graph, concise and plain,
Hooray—these use cases bloom in view!

🚥 Pre-merge checks | ✅ 5
✅ Passed checks (5 passed)
Check name Status Explanation
Description Check ✅ Passed Check skipped - CodeRabbit’s high-level summary is enabled.
Title check ✅ Passed The title directly matches the main change: revising the AutoGraph Use Cases documentation page from a narrative format to a modular, scenario-based structure.
Docstring Coverage ✅ Passed No functions found in the changed files to evaluate docstring coverage. Skipping docstring coverage check.
Linked Issues check ✅ Passed Check skipped because no linked issues were found for this pull request.
Out of Scope Changes check ✅ Passed Check skipped because no linked issues were found for this pull request.

✏️ Tip: You can configure your own custom pre-merge checks in the settings.

✨ Finishing Touches
🧪 Generate unit tests (beta)
  • Create PR with unit tests
  • Commit unit tests in branch autograph-use-cases-review

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Actionable comments posted: 4

🧹 Nitpick comments (2)
site/content/agentic-ai-suite/autograph/use-cases.md (2)

84-84: ⚡ Quick win

Simplify the formatting of module names.

The notation "docs" combines backticks and quotes. For consistency, consider using either backticks alone (docs, api, internal) or quotes alone, not both.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` at line 84, The module
name examples use mixed backticks and quotes (e.g., "docs", "api", "internal");
update them to a consistent format—either backticks only (`docs`, `api`,
`internal`) or quotes only ("docs", "api", "internal")—throughout the sentence
so all module name examples use the same delimiter.

56-58: ⚡ Quick win

Consider clarifying "surfaces".

The term "surfaces" in "across teams, surfaces, and content types" is somewhat ambiguous. If you mean user interfaces, platforms, or communication channels, stating that explicitly would improve clarity for readers.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` around lines 56 - 58,
The phrase "across teams, surfaces, and content types" is ambiguous; update the
sentence containing that phrase (the Scenario paragraph) to replace "surfaces"
with a clearer term or parenthetical, e.g., "user interfaces, platforms, or
communication channels," so it reads like "across teams, user interfaces
(platforms or communication channels), and content types"; locate the sentence
string "**Scenario**: An organization wants an assistant that reflects what the
business actually knows across teams, surfaces, and content types" and edit it
accordingly to explicitly state the intended meaning.
🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@site/content/agentic-ai-suite/autograph/use-cases.md`:
- Line 100: The phrase "FullGraphRAG strategy" is referenced without context;
update the text that contains "FullGraphRAG strategy" to either add a short
parenthetical explanation (1–2 sentences) describing what FullGraphRAG does
(e.g., it builds a retrieval-augmented graph connecting all documents and
queries for richer context) or hyperlink the phrase to the authoritative
documentation page for FullGraphRAG; locate the occurrence of "FullGraphRAG
strategy" in the AutoGraph use-case copy and add the inline explanation or a
markdown-style link so readers can quickly learn what the strategy means.
- Around line 144-146: The "What you get" bullet list only contains two items;
add a third benefit to match other sections or confirm it's intentional. Edit
the "**What you get**" list (the block containing the two bullets about a
citation-backed assistant and per-environment/region partitioning) and add a
concise third bullet such as a benefit around faster incident resolution,
improved developer productivity, or searchable context (e.g., "Faster incident
resolution through searchable, context-rich answers") so the section has three
consistent items.
- Around line 135-136: Replace the semicolon after the word "operations" with a
colon so the sentence properly introduces the list that follows (i.e., change
"operations; runbooks, post-incident reports…" to "operations: runbooks,
post-incident reports…"); update the line containing the phrase "operations;
runbooks, post-incident reports, design docs, network diagrams in PDF,
change-management notes, and automatically builds a" accordingly to use a colon.
- Around line 33-35: Replace the semicolon with a colon in the sentence
beginning "How AutoGraph fits: Export your support documentation; runbooks,
product docs, known-issue write-ups, escalation policies, into a [supported
format]..." — change "support documentation;" to "support documentation:" so the
list of items (runbooks, product docs, known-issue write-ups, escalation
policies) is correctly introduced; keep the rest of the sentence and the link to
[supported format](quickstart.md#supported-file-formats) unchanged.

---

Nitpick comments:
In `@site/content/agentic-ai-suite/autograph/use-cases.md`:
- Line 84: The module name examples use mixed backticks and quotes (e.g.,
"docs", "api", "internal"); update them to a consistent format—either backticks
only (`docs`, `api`, `internal`) or quotes only ("docs", "api",
"internal")—throughout the sentence so all module name examples use the same
delimiter.
- Around line 56-58: The phrase "across teams, surfaces, and content types" is
ambiguous; update the sentence containing that phrase (the Scenario paragraph)
to replace "surfaces" with a clearer term or parenthetical, e.g., "user
interfaces, platforms, or communication channels," so it reads like "across
teams, user interfaces (platforms or communication channels), and content
types"; locate the sentence string "**Scenario**: An organization wants an
assistant that reflects what the business actually knows across teams, surfaces,
and content types" and edit it accordingly to explicitly state the intended
meaning.
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: f70fca00-5012-4538-9684-00dc066ef2b4

📥 Commits

Reviewing files that changed from the base of the PR and between 293ac50 and 5909808.

📒 Files selected for processing (1)
  • site/content/agentic-ai-suite/autograph/use-cases.md

Comment on lines +33 to +35
**How AutoGraph fits**: Export your support documentation; runbooks,
product docs, known-issue write-ups, escalation policies, into a
[supported format](quickstart.md#supported-file-formats) and ingest it

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Use a colon instead of a semicolon to introduce the list.

The semicolon after "documentation" is non-standard. A colon more clearly signals that a list of items follows.

📝 Proposed fix
-**How AutoGraph fits**: Export your support documentation; runbooks,
+**How AutoGraph fits**: Export your support documentation: runbooks,
 product docs, known-issue write-ups, escalation policies, into a
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
**How AutoGraph fits**: Export your support documentation; runbooks,
product docs, known-issue write-ups, escalation policies, into a
[supported format](quickstart.md#supported-file-formats) and ingest it
**How AutoGraph fits**: Export your support documentation: runbooks,
product docs, known-issue write-ups, escalation policies, into a
[supported format](quickstart.md#supported-file-formats) and ingest it
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` around lines 33 - 35,
Replace the semicolon with a colon in the sentence beginning "How AutoGraph
fits: Export your support documentation; runbooks, product docs, known-issue
write-ups, escalation policies, into a [supported format]..." — change "support
documentation;" to "support documentation:" so the list of items (runbooks,
product docs, known-issue write-ups, escalation policies) is correctly
introduced; keep the rest of the sentence and the link to [supported
format](quickstart.md#supported-file-formats) unchanged.

and white papers and wants to explore how concepts and findings relate
across the corpus.

**How AutoGraph fits**: With the FullGraphRAG strategy, AutoGraph extracts

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Add a link or explanation for "FullGraphRAG strategy".

The reference to "FullGraphRAG strategy" assumes reader familiarity. Consider linking to documentation that explains this strategy or adding a brief inline explanation.

🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` at line 100, The phrase
"FullGraphRAG strategy" is referenced without context; update the text that
contains "FullGraphRAG strategy" to either add a short parenthetical explanation
(1–2 sentences) describing what FullGraphRAG does (e.g., it builds a
retrieval-augmented graph connecting all documents and queries for richer
context) or hyperlink the phrase to the authoritative documentation page for
FullGraphRAG; locate the occurrence of "FullGraphRAG strategy" in the AutoGraph
use-case copy and add the inline explanation or a markdown-style link so readers
can quickly learn what the strategy means.

Comment on lines +135 to +136
operations; runbooks, post-incident reports, design docs, network
diagrams in PDF, change-management notes, and automatically builds a

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Use a colon instead of a semicolon to introduce the list.

Like line 33, the semicolon after "operations" should be a colon to properly introduce the list of items that follows.

📝 Proposed fix
-**How AutoGraph fits**: AutoGraph ingests the documentation layer of
-operations; runbooks, post-incident reports, design docs, network
+**How AutoGraph fits**: AutoGraph ingests the documentation layer of
+operations: runbooks, post-incident reports, design docs, network
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
operations; runbooks, post-incident reports, design docs, network
diagrams in PDF, change-management notes, and automatically builds a
**How AutoGraph fits**: AutoGraph ingests the documentation layer of
operations: runbooks, post-incident reports, design docs, network
diagrams in PDF, change-management notes, and automatically builds a
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` around lines 135 - 136,
Replace the semicolon after the word "operations" with a colon so the sentence
properly introduces the list that follows (i.e., change "operations; runbooks,
post-incident reports…" to "operations: runbooks, post-incident reports…");
update the line containing the phrase "operations; runbooks, post-incident
reports, design docs, network diagrams in PDF, change-management notes, and
automatically builds a" accordingly to use a colon.

Comment thread site/content/agentic-ai-suite/autograph/use-cases.md Outdated

**How AutoGraph fits**: AutoGraph ingests your documents and
automatically builds a domain-partitioned knowledge graph,
with per-domain ontologies and citations; you do not pre-model the

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Citations needs to be handled manually as of now.

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Several sections imply users get citations automatically (including "with per-domain ontologies and citations" here and similar bullets elsewhere). Review feedback on this PR says citations still need manual handling. Please qualify what is automatic today versus what integrators must wire (for example Retriever configuration or custom UI), so the page does not over-promise.

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Actionable comments posted: 1

🤖 Prompt for all review comments with AI agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

Inline comments:
In `@site/content/agentic-ai-suite/autograph/use-cases.md`:
- Around line 116-117: The sentence fragment beginning "Generates a
domain-specific ontology..." is missing its subject; update that phrase to read
"AutoGraph generates a domain-specific ontology (for example, `CONTRACT`,
`PARTY`, `JURISDICTION`, ..." so the subject "AutoGraph" precedes "generates"
and the sentence is grammatically complete (ensure capitalization matches
surrounding text).
🪄 Autofix (Beta)

Fix all unresolved CodeRabbit comments on this PR:

  • Push a commit to this branch (recommended)
  • Create a new PR with the fixes

ℹ️ Review info
⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro

Run ID: 3105efeb-fdf2-4534-94ea-f24f1f3cefec

📥 Commits

Reviewing files that changed from the base of the PR and between 5909808 and edb5582.

📒 Files selected for processing (1)
  • site/content/agentic-ai-suite/autograph/use-cases.md

Comment on lines +116 to +117
**How AutoGraph fits**: Generates a domain-specific
ontology (for example, `CONTRACT`, `PARTY`, `JURISDICTION`,

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⚠️ Potential issue | 🟡 Minor | ⚡ Quick win

Add the missing subject for sentence correctness.

Line 116 starts with “Generates...”, but the subject is missing. Use “AutoGraph generates...” for grammatical clarity.

📝 Proposed fix
-**How AutoGraph fits**: Generates a domain-specific
+**How AutoGraph fits**: AutoGraph generates a domain-specific
 ontology (for example, `CONTRACT`, `PARTY`, `JURISDICTION`,
📝 Committable suggestion

‼️ IMPORTANT
Carefully review the code before committing. Ensure that it accurately replaces the highlighted code, contains no missing lines, and has no issues with indentation. Thoroughly test & benchmark the code to ensure it meets the requirements.

Suggested change
**How AutoGraph fits**: Generates a domain-specific
ontology (for example, `CONTRACT`, `PARTY`, `JURISDICTION`,
**How AutoGraph fits**: AutoGraph generates a domain-specific
ontology (for example, `CONTRACT`, `PARTY`, `JURISDICTION`,
🤖 Prompt for AI Agents
Verify each finding against current code. Fix only still-valid issues, skip the
rest with a brief reason, keep changes minimal, and validate.

In `@site/content/agentic-ai-suite/autograph/use-cases.md` around lines 116 - 117,
The sentence fragment beginning "Generates a domain-specific ontology..." is
missing its subject; update that phrase to read "AutoGraph generates a
domain-specific ontology (for example, `CONTRACT`, `PARTY`, `JURISDICTION`, ..."
so the subject "AutoGraph" precedes "generates" and the sentence is
grammatically complete (ensure capitalization matches surrounding text).

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4 participants