Product development partners. AI enablement, with a focus on local AI.
For over a decade Mobiprise Systems has built and run products and services with clients across three continents. We help you find where AI genuinely fits, grounded in our own research on local AI, so what we build for you is reliable at the core, runs where it should, and stays accountable to you.
What every product is held to.
Four products, built from what we've learned.
The local-AI products are new, and we say so.
We're onboarding a small number of design partners: pilots scoped with our engineers, early-adopter pricing, and a roadmap shaped by your feedback.
Apply as a design partnerA research program you can watch become a product.
Verification-Anchored Federation (VAF): the same pipeline runs inside every product above.
- 01
Reliable
Every answer is checked before it ships.
A tiered verifier and a conformal abstention gate hold back anything uncertain. On our internal 600-row benchmark, that cut the silent-error rate from 36% to 4%.
- 02
Local
The whole pipeline fits on hardware you own.
A router sends each request to one of four specialists sharing a single 1.2B-parameter backbone — 2.2× the tokens/sec and a fraction of the memory of an unverified 7–8B baseline.
- 03
Accountable
Uncertain cases wait for a human.
The conformal gate doesn't guess. What it can't verify at a 95% coverage target, it hands to a person before anything ships.
An answer is only worth trusting if you can see why.
This is the discipline behind every Mobiprise product, applied through whichever of these steps that product's own mechanisms support. The model's own output is never deterministic, and we never say it is — what's deterministic is the layer that checks it.
- 1
Grounded
Answers are drawn from your own documents and data — retrieval, not memory.
- 2
Checked
Deterministic rules, lookups, and reconciliation with tolerances check the result before anyone sees it.
- 3
Held for a human
Anything uncertain, disputed, or out of policy waits for a person instead of shipping unapproved.
- 4
Recorded
An audit-ready record of what was decided, and why — so it can be checked later, not just trusted now.
AI services, built on everything else we already run.
Most of our partnerships are products and platforms we build and run for years — that is exactly why our AI is built to be reliable.
Product Development & Platforms
A fixed-scope path from idea to shipped product.
Discovery sprint
Paid, 5 days. De-risks scope before you commit to a quote.
Frozen scope & fixed quote
Scope and price are frozen once the sprint ends.
Milestone delivery
Delivered in stages (30/25/25/20), so progress is visible the whole way, not just at the deadline.
30-day warranty
A warranty window after delivery to catch anything that needs fixing.
AMC
An annual maintenance contract keeps it running after that.
Talk to our experts, not a sales script.
We respond quickly, from the same team that builds the products.