Deskwise vs LLM routers & AI gateways (OpenRouter, LiteLLM, Portkey) — for septic & drain services
OpenRouter, LiteLLM, Portkey, and Martian are AI gateways — infrastructure for engineering teams that route model calls, add observability, and control cost. They're excellent at that. But they optimize for infrastructure metrics (inference speed, developer velocity, error visibility), and it's still on YOU to turn model calls into business outcomes. Deskwise is the layer above: it bundles routing, per-model observability, and one-click model swap, then points all of it at revenue. Here's the honest comparison for a business (not an ML platform team). Below, the same honest breakdown — through the lens of a septic & drain services business.
A business that wants the AI to actually DO the work and produce revenue — answer calls, book jobs, run the back office — with routing and observability built in, not assembled.
Engineering teams building their own AI product who need a thin, flexible gateway to route across providers and watch cost/latency/errors themselves.
| Feature | Deskwise | LLM routers & AI gateways (OpenRouter, LiteLLM, Portkey) |
|---|---|---|
| What it optimizes for | Business revenue — booked, billed, collected dollars | Cost, latency, developer velocity, error visibility |
| Success metric | Your conversion rate and attributed revenue | Tokens per second, uptime, spend |
| Does the work end-to-end | Yes — answers, books, invoices, follows up across 1,000+ apps | No — it routes model calls; you build the product |
| Multi-provider routing | Built in (Anthropic + OpenRouter fallback) | Yes — this is their core |
| Per-model observability | Built in — success rate, latency, cost, failures | Yes — their strength (esp. Portkey) |
| Swap model without a deploy | One click per agent | Config change (LiteLLM/OpenRouter) |
| Who it's for | Business owners and operators, no engineers | Developers and ML platform teams |
| Time to value | Minutes — sign up, it's working | Days-to-weeks of integration into your own app |
| Raw gateway flexibility | Opinionated — built for the outcome, not a toolkit | Maximum flexibility to build anything |
| Self-hostable proxy | No — managed SaaS | Yes (LiteLLM) — full control of infra |
If you're an engineering team building your own AI product, use a gateway — that's exactly what they're for, and they're good at it. If you run a BUSINESS and want AI that produces revenue instead of a toolkit you have to build on, that's Deskwise: the routing and observability are already inside, pointed at the outcome. We're not competing with the gateway — we're the Revenue Router that sits above it.
What this means for a septic & drain services business
Backed-up line triaged before the truck rolls. Emergency and routine pumping look identical on the phone until someone asks the right question. For septic & drain services operators specifically, Deskwise ships as a trades & projects system out of the box — estimate → schedule → execute → invoice. That means the comparison above isn't abstract: the booking flows, reminders, and follow-ups referenced in the table arrive pre-configured for how a septic & drain services business actually runs.
- Emergency vs scheduled call triage
- Voice-first answering (Vapi)
- Service call → diagnosis → quote flow
- On-call routing after hours
- Photo-attached estimates
- Parts-required deferral with restock alerts
- After-hours rate auto-applied
- Invoice + balance collection post-job
Hire an AI employee for your septic & drain services business.
Answers every call and text 24/7, books, takes payment, and follows up — from $99/mo. Live in minutes, cancel anytime.