Research
Go beyond the AI headline.
Agentic commerce, industrial AI and the work between a promising demonstration and a governed business decision. Company cases, deployments, benchmarks and practical implications—with sources, not borrowed promises.
142 research articles
Source-linked research on what has been built, what the evidence supports and what businesses can use. External examples are not OfferSignal client results. Each article keeps its source dates, evidence limits and practical implications.
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142 articles · Showing 133–142 · Page 12/12
VividWorks: visual configuration helps sell modular furniture, not approve bespoke engineering
VividWorks shows how a governed 3D catalogue can support furniture discovery, pricing and dealer-assisted quoting. Its named cases are useful implementation evidence, but they do not establish autonomous production release or independently measured commercial ROI.
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WebShop: product selection is not permission to buy
The WebShop benchmark shows how sequential product and variant selection can be evaluated in a realistic catalogue simulation—and why its scores do not demonstrate checkout, payment authority or retail ROI.
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Zeit AI: governed industrial data before autonomous procurement
ZeitMind connects fragmented business data into operational applications and reports. The case shows a credible route to procurement and supplier analysis, while its public evidence does not establish autonomous RFQ, purchasing or binding-quote authority.
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τ-bench: reliable agentic actions need versioned tests and approval gates
The τ-bench service-agent benchmark shows why one successful tool call is not dependable customer service, and why corrected scenarios, replay reliability and explicit control matter before an agent can touch quotes, orders or payments.
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BUMET: a no-go test can be the right industrial result
The bin-picking case shows why recognition, physical precision and production readiness need separate acceptance gates.
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CADDi and Unytite: finding the drawing is not approving the quote
Industrial knowledge retrieval, revision control and the human decisions between a similar old job and a binding new offer.
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Kesko's search case: product discovery before agentic checkout
What LupaSearch's six-domain Kesko case teaches manufacturers about multilingual queries, product identity and measuring discovery without inventing autonomous-buying results.
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ROBEL’s tender case: the agent prepares, departments approve
What an 18-department industrial tender workflow reveals about useful AI assistance, source-linked review and binding commercial authority.
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Steelcase: why product-data ownership matters before AI
A manufacturer’s product-information operation is more than an AI sales promise. Read the named Steelcase/Akeneo case, the reported task savings and a practical approval model.
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Visa’s invoice pilot: execution is not payment authority
Approved payment instructions, prompt injection and the separate permissions to read, draft, send, order and pay.
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