Same boundary, four shapes. Wrappers can't offer any of these because their model lives somewhere they don't control.
Bland-managed cloudDefault for most teams. Multi-region.SOC 2 Type II.
Your VPCRuns inside your AWS, GCP, or Azure VPC.No data egress.
On-premiseDedicated GPU clusters in your data center.You own the hardware.
Air-gappedFully offline.Isolated hardware, no outbound network.
Things wrappers structurally cannot do.
Owning the stack isn't a marketing line. It enables four capabilities that no vendor reselling someone else's model can offer, regardless of effort.
Region pinning without the US-cloud detour.
Pin every leg of the call to a single region you specify. Telephony, inference, recording, audit. The actual model that processed the audio runs on hardware in that region, not in a US provider cloud routed through it.
Wrappers
Wrappers route inference through US-based provider clouds, regardless of customer region.
Bland
Per-call regional pinning. EU data stays on EU GPUs.
One DPA, not a folder of four.
Most voice AI vendors list OpenAI, Anthropic, ElevenLabs, and a telephony reseller as sub-processors handling your call data. Bland lists none in the call path. Your reviewer reads one DPA, not four.
Wrappers
Inherit the third-party sub-processor chain. Your reviewer reads four DPAs.
Bland
Zero AI sub-processors in the call path. One DPA covers it.
Policy in the weights, not the prompt.
Wrappers enforce guardrails through prompt instructions, which are polite requests to a model they don't own. Bland fine-tunes guardrails into model weights. Compliance, redaction, and tone are structural, not advisory.
Wrappers
Prompt-level guardrails. Vulnerable to jailbreak and upstream model changes.
Bland
Weight-level guardrails. Survive model updates and adversarial inputs.
Incident response without calling OpenAI.
When something breaks at 2am, the first call goes to a Bland engineer with root access to every layer. Wrappers wait on a frontier provider's status page and pass the response to you.
Wrappers
Page out, wait on upstream provider, relay status to customer.
Bland
Same on-call engineer owns the model, the GPU, and the runbook.
Compliance, with evidence.
Audit period, controls in scope, attestation date, request the report. Everything your security questionnaire needs.
