Sentiment Intelligence Engine

The engine behind
sentiment intelligence

A deployable AI engine with proprietary human-curated methodology. 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
  • 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
  • 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

Domain-specific topic classification with configurable keyword matchers.

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 across 2 domains - 250+ curated sources - live since March 2026
AI & Automation
-0.18
Concerned
AI & Job Market
+0.15
Optimistic
Cloud & Infrastructure
-0.38
Concerned
Cybersecurity
-0.42
Concerned
Software Development
+0.12
Optimistic
Investments
+0.58
Optimistic
Politics: Europe
-0.10
Cautious
Politics: US
-0.35
Concerned
Tech Regulatory
-0.35
Concerned
Daily General Sentiment Summary121 mentionsConcerned

AI agents dominate tech discourse as cloud costs, cyber risks, and developer tools collide in a fragmented ecosystem

Full summary, outlook, and themes

Sentiment shift, top movers, and trending themes

Join Waitlist
Weekly ForecastMedium confidence

AI innovation accelerates while cybersecurity and cloud face headwinds in volatile tech sentiment

Forecast, key drivers, and risk signals

Join Waitlist
Ready for your industry

Sentitrend Energy

Monitor oil & gas sentiment, renewables adoption, utility regulation, carbon market shifts, and OPEC policy impact in real time.

Explore for Energy

Sentitrend Finance

Track banking sentiment, fintech disruption, crypto market mood, insurance regulation, and central bank policy signals.

Explore for Finance

Sentitrend Automotive

Gauge EV adoption trends, autonomous driving sentiment, supply chain risk, OEM confidence, and dealer network health.

Explore for Automotive

Sentitrend Custom

Your industry, your sources, your categories. 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, 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.