Why Benjamin
Generic AI platforms hallucinate, route blindly, and hand off nothing useful. Benjamin is designed differently: knowledge-grounded, confidence-gated, and built to make human escalation actually work.
65%
first-contact resolution in comparable agentic deployments
60%
reduction in human-handled tickets
5 days
to a working Proof of Concept on your knowledge base
21 days
average time to full deployment
*Based on published benchmarks for agentic support systems. Results may vary.
What makes the difference
Every answer Benjamin gives is verified against your docs, SOPs, and FAQs — not general training data. If it is not in your knowledge base, Benjamin says so and escalates. No invention, no approximation.
Benjamin runs an internal confidence check before every reply. Below the threshold, it stops, flags the gap, and hands off to a human with full context. Other tools send a reply and hope for the best.
When Benjamin hands a ticket to a human, the agent gets the full thread, the customer intent, and the reason for escalation — structured and ready. No re-reading. No asking the customer to repeat themselves.
Most enterprise AI deployments take quarters to go live. Benjamin runs a structured 5-day Proof of Concept: your knowledge base loaded, your scenarios tested, go or no-go before any further commitment.
Beyond the embedded widget, Benjamin exposes a clean API. Your product sends a message, gets a response. No separate UI, no redirect, no visible seam. Benjamin becomes part of your experience.
Generic chatbot platforms serve e-commerce, HR, finance, and everything else. Benjamin is focused on B2B SaaS and tech support teams — the workflows, escalation logic, and integrations that matter for your context.
The experience behind the product
Before building Benjamin, the team spent years inside software companies mapping support value streams, cutting backlogs, and redesigning escalation flows by hand. Benjamin is the tool we wished existed back then.
Softplan
Judicial software, B2B SaaS
160+ support tickets per day, SLA breaches costing over R$100k per month, and a legacy codebase of 15 million+ lines blocking every attempt to improve delivery. Leadership alignment was broken. The backlog kept growing.
Results
80%
backlog reduction, 160+ to under 30 tickets/day
R$1.2M
annual losses recovered from SLA compliance
Federated architecture strategy delivered. Hoshin Kanri aligned leadership to a single vision. Gemba walks became standard practice.
Segware
Security software, B2B SaaS
Sigma Cloud, their flagship product serving 800+ clients, was losing customer trust due to early technical decisions and misaligned teams. Support, onboarding, and development operated in silos with no shared strategic vision.
Results
Sigma Cloud fully rebuilt into a modern, scalable platform
Customer retention recovered and adoption rates increased
Company-wide Hoshin Kanri across 100% of the organisation
Value streams connected from sales through support end-to-end
This is why Benjamin is designed the way it is: knowledge-grounded, escalation-aware, and built for the specific failure modes that B2B SaaS support teams actually face.
Against generic AI chatbots and legacy helpdesk automation.
| Feature | Benjamin | Generic AI | Legacy helpdesk |
|---|---|---|---|
| Answers grounded in your knowledge base | |||
| Confidence-gated escalation (escalates when unsure) | |||
| Full context passed on human handoff | |||
| Live in under 30 days | |||
| API-first: embeds inside your own product | |||
| Built specifically for B2B SaaS support | |||
| Proof of Concept before full commitment | |||
| No hallucination by design |
Honest fit check
We would rather tell you now than discover it three months into a deployment. Benjamin is probably not a good fit if:
You need an out-of-the-box bot with zero configuration.
Your support volume is below 500 tickets per month.
You want AI to replace human judgment on complex, sensitive cases.
You need a CRM or marketing automation platform — that is not what we do.
If none of those apply, and you run a B2B SaaS or tech product with a real support load, the 5-day PoC is the fastest way to know whether Benjamin fits.
Exploring how modern support teams are structured? Browse our Resources
Next step
The 5-day Proof of Concept loads your knowledge base, runs your scenarios, and gives you a clear go or no-go before any further commitment.