Vihaya vs. the alternatives.
Four credible categories solve some of the problems Vihaya solves — AI consultancies, workflow builders, SaaS agent platforms, and in-house engineering. Honest side-by-side, no marketing varnish.
| Dimension | Vihaya | AI consultancy | Workflow builder | SaaS agent platform |
|---|---|---|---|---|
| Deployment model | Deployed into customer's environment | Varies; typically cloud-based | SaaS or self-hosted instance | Vendor's cloud only |
| Pricing shape | Fixed-price 12-week pilot, then engagement-scoped | Time & materials, $250–500/hr | Per-seat / per-execution monthly | Per-seat or per-call subscription |
| Buyer persona | CDIO / CTO / CMO with budget for a project | Same — CDIO with budget | Ops lead / citizen developer | Functional VP (sales ops, support ops) |
| Audit trail | Append-only, SOC 2-mapped, citation-linked | Custom-built per engagement | Execution logs; no compliance mapping | Vendor-controlled; opaque |
| Confidence-floor escalation | Primitive, enforced regardless of model output | Built if scoped | Manual conditional nodes | Vendor's discretion |
| Customization depth | Full — engagement includes custom integrations | Full — by definition | Within node catalog | Configurable settings only |
| Where the model lives | Customer's chosen provider (OpenAI / Anthropic / Azure / Vertex) | Customer's choice | Customer's API key | Vendor's contract |
| Data egress to vendor | None — service runs in customer's env | Engagement-dependent | Self-hosted: none; SaaS: yes | Yes |
| Eval gate / CI testing | Built-in, CI-blocking, golden dataset per solution | Built if scoped | Not provided | Vendor-internal only |
| Time to first deployed value | 12 weeks (pilot) | 3–9 months | Days to weeks (depending on complexity) | Days (onboarding) |
| Best fit when | You have one high-volume workflow + budget + want IP to stay yours | You want bespoke and don't mind T&M cost | Citizen developers should compose integrations | You want a defined feature for a defined function |
Specific comparisons
How is Vihaya different from Distyl?
Distyl is the closest analog in market positioning — both ship deployed AI services into F500 customers via embedded engagements. The differences: Vihaya publishes its engine packages (Context Mesh, Decisioning, Compliance, Evals) as composable TypeScript modules under the Sustainable Use License, so the customer can see and inspect the substrate rather than receiving a black-box delivery. Distyl runs a more services-heavy model with closer integrations into a specific customer's stack.
How is Vihaya different from a workflow builder like n8n or Zapier?
Workflow builders are self-serve products sold to citizen developers (ops leads composing integrations). Vihaya is a delivered solution sold to a CDIO with a budget problem. The Vihaya engine happens to be built on a fork of n8n, but the customer never sees the visual editor — they consume an HTTP API and a reviewer queue UI for one specific workflow.
How is Vihaya different from LangChain or LangGraph?
LangChain and LangGraph are open-source orchestration libraries — primitives an engineering team uses to build their own agentic application. Vihaya is the application. The engine bundles retrieval (Context Mesh), decisioning, audit, evals, and escalation into one substrate, plus the engagement work to deploy it against a specific customer's data.
How is Vihaya different from an AI consultancy?
AI consultancies sell hours; Vihaya sells outcomes against a fixed-price 12-week pilot. The substrate is the same engine across engagements, which makes the work cheaper to deliver than greenfield. After the pilot, the customer owns the deployed service — there's no lock-in to a recurring services contract.
How is Vihaya different from a SaaS agent platform like Sierra or Cresta?
Sierra, Cresta, and similar SaaS agent platforms run in the vendor's cloud and charge per-seat or per-conversation. Vihaya runs in the customer's environment, against the customer's data, with no egress. The economics are project-based rather than subscription, which fits enterprises that need to capitalize the work or want to avoid recurring vendor risk.
Not sure which category fits your problem?
We’ll say so on the discovery call. If a workflow builder actually fits your shape better, we’ll tell you that.
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