Community Intelligence

Public discussion is a leading indicator.

SignalHive turns large volumes of public community conversation into decision-grade intelligence — and the moves to make on it. We read the room at scale, and we read it before the market does.

Live10 communities · 783,206 discussions · 44 companies
signalhive.co / topics / ai-market
The AI market
TOPIC · 10 COMMUNITIES · 30D
Tracked
Avg sentiment
−0.11
▼ 0.05 / 7d
Discussions
783,206
30-day window
Companies
44
10 communities
Sentiment mix
Positive 22%Neutral 31%Negative 47%
Share of voice · sentiment-coded
Google24.4%
OpenAI12.6%
Anthropic11.0%
DeepSeek0.8%
Signal detected
Google's AI sentiment fell to −26.1% — worse than every rival — even while it holds 24.4% share of voice.
Listening across
AI & ML communitiesdeveloper forumsstartup discussionsenterprise buyer Q&Atech news threads+ 5 communities
The method

Three moves, from raw conversation to decision-grade signal.

Not social listening, not mention-counting. We treat the open conversation — what people debate, praise, complain about, and compare — as structured evidence.

01

Collect

Continuously gather conversations across online communities at scale — on demand or on an hourly schedule, never re-reading what we've already seen.

02

Enrich

Layer sentiment, brand and product entities, and price signals onto every discussion — a tiered pipeline that escalates to an LLM only where human-grade judgment earns its cost.

03

Synthesize

Aggregate into six analytical views, then distil into executive intelligence briefs — each closing with the move to make, not just the finding.

The analytics

Six ways to read the same conversation.

Every view is built on the same enriched corpus, with 30-day, 90-day, and 1-year ranges. Look at the market through whichever lens the decision demands.

Sentiment

01

Trends in customer sentiment over time. See when the mood shifted, and how far.

Features

02

Which product features come up most, and how people feel about each. The roadmap, ranked by the market.

Pricing

03

What customers call expensive, what they call a good deal, and where price sensitivity runs highest.

Competitive

04

Brands side by side — share of voice, perception, momentum, and the influential voices driving each.

Segments

05

Customers grouped by behavior. Power users generate 28× the engagement of regular users — a small base driving disproportionate activity.

Volume

06

How much discussion is happening over time. A spike signals a launch, a controversy, or a trend forming.

Intelligence briefs

Not just what the market thinks — what to do about it.

A multi-pass analysis distilled into a structured brief: executive summary, competitive intelligence table, and a threat / opportunity matrix with urgency ratings and recommended actions. Pick the audience; the framing follows.

V

Vendor

For product teams defending or growing their position. Leads with feature prioritisation and switching pressure.

C

CMO / VP Marketing

For marketing leaders weighing competitive positioning, perception, and share of voice.

E

Category Entrant

For companies evaluating a market — gaps, unmet needs, and the dynamics you'd want before committing.

AI Market — Executive Intelligence Brief
VP / Senior Leader · 30d
Executive summary

Sentiment is broadly negative across major players, and 86% of AI pricing now sits in low-cost tiers — a margin-compression signal that opens acquisition windows. The sharpest read: Google's sentiment has slid to −26.1% while it still holds 24.4% share of voice, a leadership vulnerability challengers can exploit.

Competitive intelligence
VendorSentimentMomentumRisk
Google−0.26▼ fallinghigh
OpenAI−0.11→ stablemedium
Anthropic−0.11→ stablemedium
DeepSeek+0.01▲ risinglow
Recommended move

Act ≤ 90dTrack Google's enterprise AI revenue against its sentiment slide. If financials confirm the perception crisis, the share-of-voice leader is exposed — and margin-compressed challengers become acquisition targets.

Signal, before it becomes news
Google's AI sentiment fell to −26.1% — worse than every rival — even as it commanded 24.4% share of voice.
A representative signal · detected, corroborated, quantified
Read the room. At scale.

The market is talking. We quantify it.

Bring SignalHive your research subject. We'll stand up the topic, enrich the conversation, and hand you the first brief — findings and the moves to make.