IrisAgent vs Forethought: Speed to Value Without the Data Tax

Forethought needs 20,000+ tickets and months
of training before AI kicks in. IrisAgent works
out of the box — live in under 24 hours with
95%+ accuracy and no data minimums.
Forethought needs 20,000+ tickets and months of training before AI kicks in. IrisAgent works out of the box — live in under 24 hours with 95%+ accuracy and no data minimums.

IrisAgent AI support automation platform

Why support teams choose IrisAgent over Forethought

AI that delivers value on day one — not after months of data collection

Fastest Time to Value

Go live in under 24 hours with no engineering resources. Forethought's real deployments take 30–90 days.

24 hrsavg. deployment
📊

Zero Data Minimums

No need for 20,000+ tickets. IrisAgent works out of the box with whatever data you have today.

0minimum tickets
🛡️

Hallucination-Free AI

Proprietary Hallucination Removal Engine validates every response. No made-up answers — ever.

95%+accuracy rate
💰

Predictable Pricing

Transparent pricing with no hidden implementation costs. Forethought's opaque fees can double year-one spend.

$0hidden fees
🎯Hallucination Removal Engine

0% Accuracy.
Zero Hallucinations.

Unlike generic AI that makes things up, IrisAgent is grounded in YOUR data. Every response is validated against your knowledge base — delivering answers your customers can trust.

  • Grounded in your knowledge base
  • Validated against real data
  • No made-up answers, ever
IrisAgent Response
Customer Query
"What's your refund policy for annual plans?"
Searching knowledge base...
Found: refund-policy.md
Validating response...
Verified Response95% confidence

Annual plans are eligible for a prorated refund within 30 days of renewal. To request a refund, contact support@company.com with your account email.

Source: refund-policy.md (Section 2.1)
Fact-checked
Source verified

IrisAgent vs Forethought: Feature-by-feature comparison


IrisAgent
Forethought
AI Architecture
Included
Multi-agent system with specialized AI for email, chat, voice, and copilot — all coordinating together
Configurable LLM federation with OpenAI, Anthropic, Azure, and more
Not included
Multi-agent system (Solve, Triage, Assist) but requires massive historical data to function
Locked into Forethought's proprietary orchestration — limited model flexibility
Pricing Model
Included
Transparent, predictable pricing with no per-resolution fees
AI capabilities included — not metered or usage-gated
Not included
Opaque enterprise pricing with platform fees plus committed usage costs
Hidden implementation costs can add 1.5–2x the software cost in year one
Data Requirements & Training
Included
Works out of the box — no minimum ticket history required
Trains on historical tickets, knowledge articles, bugs, macros, and CRM data from day one
Not included
Requires 20,000+ historical tickets for optimal AI performance
Needs a continuous minimum of 2,000 email/chat tickets per month to maintain accuracy
AI Accuracy & Hallucinations
Included
95%+ accuracy with proprietary Hallucination Removal Engine
Every response validated against your knowledge base and real support data before delivery
Not included
Accuracy heavily dependent on quality and volume of historical ticket data
No proprietary hallucination elimination — relies on standard LLM guardrails
Setup & Time to Value
Included
Go live in under 24 hours — no engineering resources required
Full no-code control over responses, tone, workflows, and actions
Not included
Advertised as days, but real implementations take 30–90 days
Requires dedicated technical resources and ongoing maintenance staff
AI Copilot for Agents
Included
Built-in AI copilot with real-time resolution suggestions, response guidance, and summarization
Proactive recommendations powered by similar tickets and bug data
Not included
Assist module available but depends on having sufficient training data to be effective
Agent recommendations limited by quality of historical ticket corpus
Trending Incidents & Proactive Insights
Included
Automatically discover trending topics and get proactive alerts on emerging issues
Real-time escalation prediction using customer health, sentiment, and revenue signals
Not included
Discover module offers some insights but requires extensive historical data first
Proactive capabilities limited without reaching minimum data thresholds
Sentiment & Escalation Analysis
Included
AI-powered, granular sentiment analysis measured per ticket with escalation prediction
Not included
Basic sentiment analysis available but not a core strength

Trusted by Fortune 500companies and serving 1M+ ticketsa month

Dropbox logo
Zuora logo
InvoiceCloud logo
MY.GAMES logo
Choreograph logo
XTM logo
Dropbox logo
Zuora logo
InvoiceCloud logo
MY.GAMES logo
Choreograph logo
XTM logo

"Working with IrisAgent feels like a true partnership. Their team listens and adapts with us every step of the way. The IrisAgent partnership continues to be a key enabler in our journey to modernize and scale customer support at Dropbox—with AI at the core. Our focus is clear: empower our support agents to do their best work and ensure our customers get the help they need—quickly, accurately, and at scale."

160K
mins saved in H1
2 min
reduction in AHT
Maria McSweeney

Maria McSweeney

Head of Global Support & Board of Directors

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Works out of the box — no 20K ticket barrier

Forethought requires 20,000+ historical tickets and a continuous flow of 2,000+ monthly tickets to train its AI effectively. IrisAgent delivers results from day one using your existing knowledge base, CRM data, and whatever ticket history you have — no data prerequisites, no waiting months for the AI to learn.
Works out of the box — no 20K ticket barrier
95%+ accuracy without years of ticket history
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95%+ accuracy without years of ticket history

Forethought's accuracy depends on the volume and quality of your historical data. IrisAgent's proprietary Hallucination Removal Engine validates every AI response against your actual data before it reaches customers — achieving 95%+ accuracy from day one, regardless of how many tickets you've accumulated.
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Live in 24 hours — not 90 days

Forethought's enterprise deployments realistically take 30–90 days with dedicated technical resources for data preparation, model training, and ongoing maintenance. IrisAgent is fully no-code and goes live in under 24 hours — connect your helpdesk, let the AI train, and start automating immediately.
Live in 24 hours — not 90 days

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