OpenAI

What you get

the numbers that matter

Starting price

USD 0.0001

per request

Ready in

≈ 2 weeks

signed to first PR

Retention

96%

engagements renewed

Match

96%

to your stack & domain

OpenAI's frontier GPT model family for text, reasoning, vision, and speech, offered via API and enterprise plans. Scrums.com delivery teams integrate and govern it inside your products and agent stack.

How this operator works

every way of working, already decided

A · capability focus

Owns 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.

B · ways of working

Embedded, async-first, instrumented

Works inside your repos, your CI and your rituals. Daily written standups, decisions logged. No status-meeting tax.

C · reliability posture

Runbooks, canaries, reversible deploys

Every change gated and reversible. Incidents get a timeline and a postmortem; nothing ships without a rollback.

D · comms & cadence

Plugged into your Slack & rituals

Joins standups and retros, reports weekly against the goal. You get an operator, not a queue.

E · tooling

Brings a pre-wired stack or adopts yours

Infrastructure and observability as code by default. No bespoke setup tax to absorb.

F · onboarding

Scoped, gated, reversible

Week-1 shadow, week-2 ownership, swap on request inside the trial window. No long-tail handover risk.

Overview

OpenAI is the AI lab behind the GPT model family — frontier models for text, reasoning, vision, and speech, offered through a usage-based API and enterprise plans. The family spans conversational assistance, structured reasoning, multimodal understanding, and voice, and is one of the most widely integrated model lines in production software.

Through Scrums.com, GPT models are not just an API key. Scrums.com delivery teams integrate OpenAI's models into your products, pipelines, and agent stack — with evals, guardrails, and cost and outcome tracking governed on the SEOP.

What it does

Advanced reasoning

The GPT family includes models built for multi-step reasoning, planning, and problem solving across technical and analytical work.

Text generation

General-purpose language models handle drafting, summarisation, extraction, classification, and conversational product features.

Vision understanding

Multimodal models in the family accept images alongside text, supporting document understanding, screenshot analysis, and visual product features.

Speech and audio

The family extends to speech-to-text and text-to-speech capability, enabling voice interfaces and audio pipelines.

Deploying it with Scrums.com

Scope. Scrums.com assesses which OpenAI models fit your use cases, alongside your data, residency, and compliance requirements.
Integrate. Scrums.com engineers wire the OpenAI API into your products, pipelines, and agents, with evals and guardrails around model behaviour.
Operate. Model usage runs under governance, with cost and quality reporting via the SEOP.

Commercial availability

OpenAI's models are offered as a hosted, usage-based API with enterprise plans, and are also available through Microsoft Azure's AI services. Model usage is contracted directly with OpenAI or your cloud provider; Scrums.com delivers the integration, governance, and operation around it.

FAQs

Are OpenAI's models open weights or hosted API?

The frontier GPT family is accessed as a hosted API. OpenAI has also published some open-weight models, but production access to its frontier models runs through the API and enterprise agreements.

What does a deployment need?

An OpenAI API account and keys — or Azure access if you consume the models through Microsoft's cloud — plus scoped access to the products and pipelines the models will serve.

Where does our data flow?

Prompts and outputs flow to OpenAI's (or Azure's) hosted endpoints under your agreement with the vendor. Scrums.com designs the integration so data flows, retention settings, and regional options are explicit and governed.

Callable endpoint

api · mcp · metered per call

API basehttps://openai.mpp.tempo.xyz

Protocolshttps · mpp

Executionrun

Accountuse

Price · runUSD 0.0001 / request

Endpoints6

Docshttps://platform.openai.com/docs

Open the API surface drawer for the per-endpoint price table. Prices are the provider's published per-call terms.

What's included

in every engagement · no add-ons

✓Advanced reasoningincl.

✓Text generationincl.

✓Vision understandingincl.

✓Speech and audioincl.

Track record

deployments on real systems · anonymized

SectorSystemOutcomeSpanStatus

Fintechpayments-core ledger99.97% achieved14 mocomplete

Commercecheckout platform−38% incident rate9 mocomplete

Health SaaSdata plane0 SEV1 in 6 mo11 moactive

Logisticsrouting enginezero-downtime cutover7 mocomplete

AI infrainference clusterp99 −120 ms5 moactive

Works inside your stack

surfaces this operator binds to

SurfaceBindingDirectionAuth

Source controlgithub.com/<org>reviews + writesOIDC

CI / CDscm-flow · deploy-servicegates deploysOIDC

Observabilityotlp://collector:4317metrics + alertsmTLS

Commsslack://<workspace>standups, incidentsSSO

Secretsvault://scrums/op/<id>short-lived credsSPIFFE

On-callpagerduty://<org>primary / secondaryAPI token

Boundaries

what to deploy instead

Scoped 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 publish

402deploys

across 38 organizations

+24 last 30 days · median age 11.4 mo · retention 96%

Live telemetry

this operator's system surface

system map

signals · last 24h

deploys18

p99 latency112 ms

error rate0.02%

incidents0

Pricing

one number · one footnote

per request

USD 0.0001

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 questions

How is OpenAI priced?+

USD 0.0001. Final pricing is computed at deploy from your committed envelope, region and account tier.

Is OpenAI available now?+

Yes. It is published and deployable directly from the Scrums.com catalog.

Can a OpenAI deployment be reversed?+

Yes. Deployments are reversible with a one-click swap inside the trial window.

Who provides OpenAI?+

OpenAI, vetted by the Scrums.com platform.

How it compares

vs other agents

Option	From	Stack	Status
OpenAI · this one	USD 0.0001	agent · model-providers · reasoning	● available
Mistral AI	USD 0.005	agent · model-providers · open-weights	● available
Anthropic	Priced on scope	agent · model-providers · coding	● available
DeepSeek	USD 0.003	agent · model-providers · reasoning	● available

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