GOADKeep the source in sight.
A useful answer carries its provenance: the publication, the date, and the evidence behind the claim.
GOAD / Connected knowledge
How can we detect machine failure earlier?
Research inputs
Fault-diagnosis survey01
Vibration-processing survey02
Publication metadata03
GOAD
extract · relate · trace01 / The knowledge foundation
Research becomes more useful when it connects.
GOAD organizes scientific literature into connected concepts, methods, and evidence. A knowledge graph makes the relationships visible — and gives AI context it can point back to.
- 01
Scientific literature
Papers · tables · references
- 02
Structured knowledge
Concepts · methods · findings
- 03
Knowledge graph
Relationships · provenance
- 04
Enterprise context
Questions · evidence · decisions
Source-reported scale · GOAD Overview, 19 March 2026. Counts describe the research corpus, not the examples on this page.
02 / Explainable by design
An answer is a starting point. Show me why.
Follow a claim back to its source. See what the research supports, where it stops, and what still needs a person’s judgment.
Evidence path / 01Curated research example
Follow a predictive-maintenance question from a claim to the research that informs it. Select a claim to inspect its source and limits.
Business questionWhat evidence would help us assess vibration-based predictive maintenance?
Connected sourceData fusion techniques for fault diagnosis of industrial machines: a surveyClaim → surveyed approach
Evidence inspector01 / 03
Claim → surveyed approach
Data fusion can bring multiple machinery signals into a fault-diagnosis assessment.
A survey examines data-fusion techniques at different levels for industrial machinery fault diagnosis and predictive maintenance. It also discusses challenges and opportunities.
Source record
Data fusion techniques for fault diagnosis of industrial machines: a surveyAmir Eshaghi Chaleshtori and Abdollah aghaie
17 November 2022 · Author-deposited preprint
DOI 10.48550/arXiv.2211.09551
Survey of approaches and open challenges across machinery fault diagnosis.
What this does not establish
A survey of techniques does not establish performance or readiness for a particular machine, dataset, or business setting.
This is a curated illustration of an inspectable evidence path. It is not a live GOAD query or a verified assessment of a specific system.
Make uncertainty visible.
Missing evidence and limits belong next to the answer, where a decision maker can act on them.
Give people the final say.
Research informs the recommendation. Review, context, and approval determine what happens next.
03 / Explore the connections
One knowledge foundation. Many fields of possibility.
Start with a domain. See how a method, a research question, and a practical application can connect.
A question to explore
Which recovery method fits the reservoir?
MethodEnhanced oil recovery
assessed against
Evidence to examineReservoir conditions
informs
ApplicationMethod assessment
Illustrative topic relationships, not retrieved GOAD results.
04 / Built around a decision
Put knowledge to work.
From a technical question to a useful business deliverable. Explore three ways to apply a shared evidence foundation.
Bring together
Research findings, comparable methods, and known constraints.
Prepare for review
A technical assessment with traceable claims and open questions.
Example workflows. The demo library uses labeled illustrative scenarios.
05 / The agentic enterprise
Let agents do the groundwork. Keep judgment in the loop.
A knowledge foundation can give enterprise agents shared context. The workflow still needs clear boundaries: what the agent prepares, what the evidence supports, and who approves the next step.
Human review
A person checks the evidence, applies business context, and decides whether to proceed.
Proposed enterprise workflow · this illustration does not execute business actions.
InfiniaIntelligenceINFINIA INTELLIGENCE with GOAD
Build the next decision on better knowledge.
INFINIA Intelligence connects research intelligence with practical enterprise experiences. GOAD is the knowledge foundation. Our demos make the possibilities tangible.