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Pricing sourced from Twig · Last verified March 2026
Twig uses a self-evaluation architecture where every draft response is scored by a secondary LLM judge before being sent. The judge checks the response against retrieved knowledge base content for factual grounding, tone alignment, and policy compliance. If the response fails evaluation, it is either rewritten, flagged for human review, or escalated. This dual-pass design is Twig's primary differentiator from single-pass agents that send the first generated answer directly to customers.
Twig integrates natively with Zendesk, Salesforce Service Cloud, Intercom, Freshdesk, and 20+ other helpdesk and CRM platforms. It also plugs into Slack and Microsoft Teams for internal agent-assist workflows, and supports custom API integrations for proprietary internal systems. Most integrations are turnkey and can be activated through OAuth in under an hour, though full knowledge base ingestion and tuning take longer.
A typical deployment runs 2-4 weeks from kickoff to production-grade accuracy. The first week is spent ingesting knowledge base articles, past tickets, and product documentation. The second and third weeks involve agent-assist mode where human reps review and rate Twig's drafts to refine retrieval and tone. By week four, most teams enable autonomous resolution for the highest-confidence ticket categories and gradually expand coverage.
Twig is best suited for mid-market and enterprise B2B SaaS companies handling 10,000+ monthly support tickets, particularly those with technical products that require multi-step reasoning across documentation. Engineering-heavy SaaS companies, fintechs, and developer tools businesses see the strongest fit. Smaller teams with under 1,000 monthly tickets may find more lightweight alternatives like Intercom Fin or HelpScout's AI features more cost-effective.
Twig is designed to augment rather than fully replace human agents. It autonomously resolves repetitive Tier 1 tickets — typically 30-50% of inbound volume — while routing complex cases to humans with pre-drafted context and suggested replies. Most customers use Twig to free up their existing agents for higher-value work and to absorb ticket volume growth without proportional headcount increases, rather than to reduce headcount.
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