Pre-launch draft. Demo encounters are synthetic and have not yet been reviewed by a clinician; accuracy figures are not yet published.

About

We build the speech layer, not a wrapper on someone else's.

Bolo Labs LLC is the US entity. Voxaura Labs Pvt. Ltd., at the IIT Madras Incubation Cell, builds the recognition models, the Vaakya speech synthesis stack and the speaker separation the products run on.

That matters here for one specific reason: code-switched Indic-English speech is not something a general-purpose provider has any commercial reason to fix. Owning the acoustic model is what makes the wedge defensible rather than rented.

The research

Code-switched recognition
One multilingual acoustic model with a shared token inventory, conditioned on frame-level language ID every 40 ms — not several monolingual models behind a router that has to commit before the switch happens.
Entities that straddle the switch point
“blood pressure थोड़ा high है” — the clinical entity begins in one language and ends in another. A model that has to pick a language before the clause finishes returns half a fact, which is the specific failure this work exists to fix.
Vaakya speech synthesis
Twelve Indic languages plus US English, which is what lets Front Desk and Follow-Up speak back in the language the patient used.
Speaker separation
Three-plus speakers is the real case in this market — patient, clinician, and a family member interpreting — and it is common precisely because of the language gap the products exist to close.

Who is building it

Founder photography
pending commissioned shoot

Real faces and real names go here, photographed properly, once there is a shoot. Until then this space stays empty rather than filled with stock — on a page whose entire job is telling you who you would be trusting, a purchased face is worse than a blank.

In the meantime: hello@bololabs.dev reaches a person.

Pilot

Book a pilot call.

Thirty minutes. We will run the demo on the languages your panel actually speaks, show you the eval methodology, and tell you plainly which parts are not ready. If we are not a fit we would rather find out on this call.

One reply from a person. We do not run a nurture sequence and we do not share your address.