Applying AI inside real business processes.
Artificial Intelligence
How to detect an emerging trend before it peaks: relative growth against baseline, source independence, where early signal appears, and matching response to confidence.
10 min read
Artificial Intelligence
Finding who actually shapes a conversation, not who has the most followers: citation, response quality, consistency and independence — plus separating advocates from outreach targets.
11 min read
Artificial Intelligence
When unsolicited social conversation beats a survey for market research, when it cannot substitute for one, and how to combine both — with the sampling bias every finding needs to state honestly.
10 min read
Artificial Intelligence
Tracking category and problem language where no brand is named: what to build queries around, why unbranded precision is harder, and the shift to named-solution language worth watching.
10 min read
Artificial Intelligence
The four layers bundled into 'Instagram monitoring': owned-account activity, explicit tags, untagged mentions and category conversation — each with a different mechanism and different reliability.
10 min read
Artificial Intelligence
A limitations-first guide to Facebook group monitoring: what public groups realistically allow, why closed groups need genuine membership, and building a manual shortlist that actually works.
10 min read
Artificial Intelligence
Detecting questions, complaints and buying signals in TikTok comments: a five-category classification framework and why it matters more than discovery.
9 min read
Artificial Intelligence
Why B2B monitoring on LinkedIn needs its own design: four conversation types to track separately, and supporting employee advocacy without surveilling it.
9 min read
Artificial Intelligence
Why pseudonymous forum conversation often surfaces feedback first: finding the communities that matter, reading thread structure, and verifying claims before acting on them.
10 min read
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