DeepSeek shows outdated brand information — what should we do?

Quick answer

Stale facts (old prices, discontinued SKUs, wrong specs) are the Wrong outcome: the model states inaccurate facts in your brand’s name. Prioritize fact governance—pin source, owner, version, and validity; clean conflicting public pages—then retest on DeepSeek under the same prompts. Do not start by blaming “a broken model.”

Winin’s roster includes DeepSeek; Homer approves facts, Friday advances fixes using in-validity facts only, and Edith archives retests.

Details

Typical stale sources

• Old PR/campaign pages left live
• Marketplace/dealer specs out of sync
• Inconsistent multilingual site versions
• Third-party reviews citing historical configs

Handling order

1. List wrong assertions and prompts where they appear
2. Decide the single valid version (Homer semantics)
3. After approval, update site/channels and address obvious conflicts
4. Same-conditions retest on DeepSeek plus other CN/Global models
5. Report to leadership with retained answers—no guaranteed-lift slogans

Related facts

• Homer
• Edith
• Friday
• Models monitored
• Case metrics disclaimer

FAQ

Q: Is deleting old pages enough?
A: Also establish the valid fact version and retest whether it is still cited.

Q: What about conflicting dealer pages?
A: Add them to an enterprise-channel correction list and advance after approval.

Contact: contact@winin.ai · Canonical facts: /en/facts/*/ and https://winin.ai · Updated 2026-09-11