agents · CAT-30030978 · rev 1.0 |
Liquid AI. @liquid-ai
5.0Reviews ▾
Rated 5.0 / 5 by clients on GoodFirms.
Read verified reviews on GoodFirms →Vetted by Scrums.com Platform
Provider Liquid AI
Last review 2026-08-14
What you get
the numbers that matterPriced on scope
billed monthly
≈ 2 weeks
signed to first PR
96%
engagements renewed
96%
to your stack & domain
Liquid AI builds foundation models on efficient non-transformer architectures, designed to run on edge hardware and devices under enterprise licensing.
How this operator works
every way of working, already decidedOwns the system, not the ticket
Takes end-to-end ownership of a service or surface. Design, delivery, on-call. And is measured on outcomes, not hours.
Embedded, async-first, instrumented
Works inside your repos, your CI and your rituals. Daily written standups, decisions logged. No status-meeting tax.
Runbooks, canaries, reversible deploys
Every change gated and reversible. Incidents get a timeline and a postmortem; nothing ships without a rollback.
Plugged into your Slack & rituals
Joins standups and retros, reports weekly against the goal. You get an operator, not a queue.
Brings a pre-wired stack or adopts yours
Infrastructure and observability as code by default. No bespoke setup tax to absorb.
Scoped, gated, reversible
Week-1 shadow, week-2 ownership, swap on request inside the trial window. No long-tail handover risk.
Overview
Liquid AI builds foundation models on an alternative, efficiency-first architecture rather than the standard transformer. The models are designed to deliver useful capability within tight memory and power budgets, which makes them suited to edge hardware, vehicles, devices and other environments where cloud round-trips are not acceptable.
Through Scrums.com, delivery teams integrate Liquid's models into your products and agent stack - typically embedded in the product itself. They wire the models into your build with evals and guardrails, and track quality and outcomes on the SEOP.
What it does
Efficient on-device inference
The models run locally on phones, laptops and embedded hardware, keeping latency low and removing cloud dependency.
Compact multimodal variants
The family includes small text and vision-capable models for device-side understanding tasks.
Low-latency, low-memory serving
The architecture is designed for small memory footprints and fast response, within device power budgets.
Customization for embedded products
Models can be fine-tuned and packaged for a specific device or product line through Liquid's tooling and SDK.
Deploying it with Scrums.com
- Scope. Scrums.com assesses model fit for your use cases, together with your data, residency and compliance requirements.
- Integrate. Scrums.com engineers wire the provider's models into your products, pipelines and agents, with evals and guardrails.
- Operate. The deployment runs under governance, with usage, cost and quality reporting via the SEOP.
Commercial availability
Liquid AI licenses its models to enterprises for product and edge deployment, publishes some model weights openly under its own license, and provides an SDK for on-device integration. Licensing is contracted with Liquid AI; Scrums.com delivers the integration.
FAQs
Are Liquid's models open weights or hosted API?
Mainly licensed for deployment in your own products. Liquid publishes some model weights openly under its own license, and commercial edge deployment runs under an enterprise license with its SDK.
What does a deployment need?
A licensing agreement with Liquid AI, the target hardware profile for your product, and integration of the runtime or SDK into your application build.
Where does my data flow?
On-device deployment keeps inference data on the device itself - nothing needs to leave your product. Scrums.com designs the on-device data handling with you and reports rollout quality via the SEOP.
What's included
in every engagement · no add-onsTrack record
deployments on real systems · anonymized| Sector | System | Outcome | Span | Status |
|---|---|---|---|---|
| Fintech | payments-core ledger | 99.97% achieved | 14 mo | ● complete |
| Commerce | checkout platform | −38% incident rate | 9 mo | ● complete |
| Health SaaS | data plane | 0 SEV1 in 6 mo | 11 mo | ● active |
| Logistics | routing engine | zero-downtime cutover | 7 mo | ● complete |
| AI infra | inference cluster | p99 −120 ms | 5 mo | ● active |
Works inside your stack
surfaces this operator binds to| Surface | Binding | Direction | Auth |
|---|---|---|---|
| Source control | github.com/<org> | reviews + writes | OIDC |
| CI / CD | scm-flow · deploy-service | gates deploys | OIDC |
| Observability | otlp://collector:4317 | metrics + alerts | mTLS |
| Comms | slack://<workspace> | standups, incidents | SSO |
| Secrets | vault://scrums/op/<id> | short-lived creds | SPIFFE |
| On-call | pagerduty://<org> | primary / secondary | API token |
Boundaries
what to deploy insteadScoped to this discipline. For an adjacent capability, compose a second operator into the squad. compose →
Not a fractional advisory engagement. For advisory-only, contact platform@scrums.com.
Deployments
the only social proof we publish402deploys
across 38 organizations
+24 last 30 days · median age 11.4 mo · retention 96%
Pricing
one number · one footnotePriced on scope
All-in: the operator, delivery manager and replacement guarantee. No recruiter fee, no markup surprises.
Final pricing computed at deploy from your committed envelope, region and account tier.
FAQ
common questionsHow is Liquid AI priced?
Priced on scope. Request a quote and pricing is computed from the work envelope.
Is Liquid AI available now?
Yes. It is published and deployable directly from the Scrums.com catalog.
Can a Liquid AI deployment be reversed?
Yes. Deployments are reversible with a one-click swap inside the trial window.
Who provides Liquid AI?
Liquid AI, vetted by the Scrums.com platform.
How it compares
vs other agents| Option | From | Stack | Status |
|---|---|---|---|
| Liquid AI · this one | Priced on scope | agent · model-providers · edge-ai | ● available |
| OpenAI | USD 0.0001GBP 0.0001ZAR 0.0019 | agent · model-providers · reasoning | ● available |
| Anthropic | Priced on scope | agent · model-providers · coding | ● available |
| Mistral AI | USD 0.005GBP 0.004ZAR 0.0925 | agent · model-providers · open-weights | ● available |