Sentiment Intelligence Engine

The engine behind
sentiment intelligence

A deployable AI engine with proprietary human-curated methodology. Tracks categories, firms, and themes - all cross-correlated. Runs on your infrastructure. Your AI models. Your data. Any industry.

What you license

Engine + Methodology

Your organization has the data, the AI, and the infrastructure. What you don't have is the methodology to turn raw signals into calibrated, actionable sentiment intelligence.

Sentitrend Engine

Deployable software
  • Multi-source data ingestion pipeline with tier weighting
  • AI-powered classification and sentiment scoring
  • Entity tracking via alias matcher (firms, themes, brands)
  • Cross-category sentiment aggregation per entity
  • Engagement-weighted calibration framework
  • Cross-source synthesis and intelligence generation
  • Predictive forecast with confidence scoring
  • REST API + real-time alert system
  • Dashboard frontend (white-label ready)
  • Warm cache pipeline for sub-second delivery

Human-Curated Methodology

Domain expertise
  • Source selection and tier weighting per industry vertical
  • Sentiment calibration benchmarks (not generic polarity)
  • Category taxonomy design for your domain
  • Keyword matcher and classifier configuration
  • Entity alias dictionary curation (firms, brands, themes)
  • AI prompt engineering for domain-specific synthesis
  • Scoring impact scale calibration per vertical
  • Source label abstraction (no raw feed names in UI)
  • Ongoing methodology updates and recalibration
Architecture

Intelligence pipeline

Every step is configurable per vertical. Swap AI providers, data sources, and scoring calibration without changing the engine.

01

Ingest

Tier-weighted multi-source collection. RSS, APIs, forums, search trends.

02

Classify

Topic classification + entity alias matching (firms, themes) across categories.

03

Score

Calibrated AI sentiment scoring. Engagement-weighted, impact-scaled.

04

Synthesize

Cross-source intelligence briefs. Themes, outlook, risk signals.

05

Forecast

Predictive trajectory with confidence scoring and inflection alerts.

Deployment

Your infrastructure, your AI

Deploy on the platform you already pay for. Use the AI models you already have access to. No additional SaaS subscriptions. No data leaving your environment.

A

Microsoft Azure

Enterprise favorite
  • AIAzure OpenAI (GPT-4o, o1)
  • DataCosmos DB / Azure SQL
  • SearchBing Search API
  • HostAzure Container Apps
  • AuthEntra ID (SSO)
G

Google Cloud

AI-native stack
  • AIGemini Pro / Vertex AI
  • DataBigQuery / Cloud SQL
  • SearchGoogle Trends API
  • HostCloud Run
  • AuthGoogle Workspace SSO
*

AWS / On-premise

Full control
  • AIBedrock / Anthropic / local LLM
  • DataRDS / DynamoDB / Postgres
  • SearchCustom source APIs
  • HostECS / EKS / bare metal
  • AuthOkta / SAML / LDAP

Zero data egress. The engine runs inside your environment. Source data, sentiment scores, and AI-generated intelligence never leave your infrastructure.

Verticals

One engine, any industry

Each deployment gets industry-specific source curation, calibration benchmarks, and category taxonomy. The engine is the same - the methodology adapts.

Live reference deployment

Sentitrend Technology

9 categories - 11 tracked entities - 250+ curated sources - live since March 2026
🤖AI & Automation
-0.12
0.00
Concerned
💼AI & Job Market
0.00
+0.25
Cautious
☁️Cloud & Infrastructure
-0.05
+0.33
Cautious
🛡️Cybersecurity
-0.12
+0.26
Concerned
Software Development
+0.15
+0.03
Optimistic
📈Investments
0.00
-0.38
Cautious
🇪🇺Politics: Europe
0.00
-0.05
Cautious
🏛️Politics: US
-0.35
0.00
Concerned
⚖️Tech Regulatory
+0.05
+0.10
Cautious
Sentiment Signal Points - Cross-Category Entity Tracking
Firms (5)
AmazonAMZN
-0.60
-0.30Δ 24h
AnthropicPrivate
+0.30
0.00Δ 24h
GoogleGOOGL
+0.30
0.00Δ 24h
MicrosoftMSFT
+0.30
+0.60Δ 24h
OpenAIPrivate
+0.30
+0.60Δ 24h
Themes (6)
AI Adoption-
-0.10
+0.20Δ 24h
Data CentersDLR
-0.30
+0.40Δ 24h
EnergyXLE
-0.30
0.00Δ 24h
European Union^STOXX50E
-0.30
-0.20Δ 24h
M&A-
-0.20
+0.10Δ 24h
SemiconductorsSMH
+0.30
-0.30Δ 24h
Daily General Sentiment Summary
64 mentionsCautious

AI automation hype collides with cybersecurity risks and cloud bottlenecks as regulators and enterprises scramble to adapt

Full summary, outlook, and themes

Sentiment shift, top movers, and trending themes

Join Waitlist
Weekly ForecastMedium confidence

AI & automation tools surge amid cautious cybersecurity and cloud skepticism

Forecast, key drivers, and risk signals

Join Waitlist
Ready for your industry

Sentitrend Energy

Monitor oil & gas sentiment, renewables adoption, utility regulation, and carbon market shifts. Track entities like ExxonMobil, Chevron, BP, Shell, OPEC, LNG, and hydrogen.

Explore for Energy

Sentitrend Finance

Track banking sentiment, fintech disruption, crypto market mood, and central bank policy signals. Entities like JPMorgan, Goldman, Stripe, Fed, ECB, Bitcoin, and stablecoins.

Explore for Finance

Sentitrend Automotive

Gauge EV adoption trends, autonomous driving sentiment, supply chain risk, and OEM confidence. Entities like Tesla, BYD, Toyota, Ford, lithium, and battery supply chains.

Explore for Automotive

Sentitrend Custom

Your industry, your sources, your categories, your tracked entities. Full methodology customization for any domain you operate in.

Build Your Vertical
Licensing

Simple, transparent

No per-seat pricing. No API call limits. You license the engine and methodology - deploy it as broadly as you need within your organization.

Engine License

Annual

Full source code, deployment support, ongoing updates. Runs on your infrastructure with your AI provider.

Vertical Setup

Per vertical

Industry-specific source curation, calibration, category taxonomy, entity alias dictionary, and AI prompt engineering.

Managed Service

Optional

We run and maintain your deployment. Source updates, recalibration, monitoring, SLA.

Deploy sentiment intelligence on your terms

See the engine in action on our live Technology dashboard, or schedule a call to discuss deployment for your industry.