Comparison

Hesper AI vs Shift Technology

Both use AI. For very different problems.

TL;DR

Shift Technology is an AI-powered fraud detection platform that identifies suspicious claims through pattern recognition and anomaly detection. Hesper AI is an AI-powered investigation platform that takes suspicious claims and investigates them autonomously. Shift finds the fraud. Hesper builds the case.

On this page

AI for detection vs AI for investigation What Shift Technology does well What happens after Shift flags a claim?How they work together Comparison table Who should use what FAQ

AI for detection vs AI for investigation

Shift Technology applies machine learning to identify fraud patterns - analyzing claim data, documents, and behavioral signals to score risk. It is one of the most sophisticated detection tools in the market, used by 100+ insurers globally. But detection is only the first step. Hesper AI applies AI to the investigation itself - deploying autonomous agents that gather evidence, analyze documents at the pixel level, cross-reference statements, and generate investigation reports. The difference is the difference between 'this claim looks suspicious' and 'here is exactly what is wrong with this claim, with evidence.'

What Shift Technology does well

Shift is the leading AI-native fraud detection platform. Its strengths include sophisticated pattern recognition across large claim datasets, network-level fraud detection (identifying connected claims), document AI for intake and classification, and a strong integration ecosystem. Shift serves 100+ insurers across P&C, health, and specialty lines and has raised over $320M. For carriers that need better detection accuracy than rule-based systems, Shift is a strong choice.

What happens after Shift flags a claim?

This is the critical question. When Shift flags a claim, it goes to the SIU queue. The SIU investigator then manually gathers evidence, makes phone calls, queries databases, analyzes documents, and writes a report. This process takes 14+ days on average. And with most SIU teams handling 200+ cases per investigator, the majority of Shift-flagged claims sit in the queue indefinitely. Shift's detection is excellent - the bottleneck is the manual investigation that follows.

How they work together

Shift for detection, Hesper for investigation. Shift's AI identifies which claims need attention. Hesper's AI agents investigate those claims in 2-4 hours. No manual handoff, no SIU backlog. The combination gives carriers AI-powered detection feeding directly into AI-powered investigation - a fully automated pipeline from flag to resolution. Shift's detection accuracy combined with Hesper's investigation throughput means every suspicious claim gets both flagged and investigated.

Comparison table

Dimension	Hesper AI	Shift Technology
Primary function	Fraud investigation automation	Fraud detection and scoring
AI application	Autonomous investigation agents	Pattern recognition and anomaly detection
Output	Investigation reports with evidence chains	Risk scores and fraud alerts
Investigation capability	15 phases - documents, OSINT, statements, timeline	None - manual investigation after flagging
Document analysis	Pre-OCR forensics, pixel-level tamper detection	Document classification and extraction
Time per claim	2-4 hours (full investigation)	Seconds (detection score)
Network analysis	Maps party connections during investigation	Identifies network-level fraud patterns
Market presence	Pre-seed, entering market	100+ insurers, $320M+ raised
Lines of business	P&C, auto, workers' comp, liability	P&C, health, specialty, benefits
Pricing	Platform fee + per-investigation	Enterprise SaaS (volume-based)

Who should use what

Hesper AI

Carriers drowning in uninvestigated flagged claims

SIU can't keep up with detection tool output
Need investigation automation, not more flags
Want audit-ready reports from AI
Already have detection - need the next step

Shift Technology

Carriers that need AI-powered fraud detection at scale

Upgrading from rule-based detection
Need network-level fraud pattern detection
Want AI document classification at intake
Operating across multiple insurance lines

Both together

Carriers building a complete AI fraud stack

Shift detects, Hesper investigates
End-to-end AI pipeline from FNOL to resolution
Maximizes ROI on fraud technology spend

Frequently asked questions

Not directly. Shift Technology is a fraud detection tool - it identifies suspicious claims. Hesper AI is a fraud investigation tool - it investigates those claims. They solve sequential problems in the same workflow. Most carriers would benefit from using both: Shift for detection, Hesper for investigation.

Yes. Hesper has built-in detection capabilities including document forensics with 200+ fraud signals, behavioral analysis, and pattern matching. However, Hesper's primary value is investigation. If you already have Shift (or FRISS, or Verisk), Hesper adds the investigation layer you are missing.

If you already flag claims but can't investigate them all, start with Hesper - your detection is working but your investigation is the bottleneck. If you don't have any fraud detection in place, consider Shift or FRISS first to identify which claims need investigation, then add Hesper for the investigation step.

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