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CRM ⇄ AI

Gladly to Openai integration — real-time data sync

Keep Gladly and Openai in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Gladly and Openai

Flow Openai data into Gladly in real time — no exports, no schedulers, no custom scripts.

Openai is a read-only source: Stacksync reads its data in real time and delivers it into Gladly, so Gladly always reflects the current state of Openai — without exports, scripts, or schedulers.

Openai turns data into something a revenue team can act on: scores, classifications, summaries, and embeddings. But the customers those results describe live in Gladly, where reps and marketers actually work. Intelligence that stays inside Openai rarely reaches the record where a decision gets made, and Openai is only as sharp as the data it sees, which is also held in Gladly.

Because the mapping is field-level, you choose exactly which attributes cross and in which direction, so Gladly stays the record of the customer while Openai stays where the computation happens.

Common use cases

  • 01 Land Fine-tuning jobs with their status, base model, hyperparameters, and result Files in a warehouse to power MLOps dashboards without per-viewer API calls.
  • 02 Subscribe to batch.completed and fine_tuning.job.succeeded webhooks so a downstream pipeline step fires the moment an offline-inference or training job finishes.
  • 03 Keep customer attributes such as loyalty tier and lifetime value synced from a warehouse into Gladly profiles for routing and prioritization.
  • 04 Push conversation outcomes into a CRM so account teams see support context on their accounts.

Common sync patterns

Where Openai classifies or tags: labels sync onto the record

Categories, sentiment, or intent produced in Openai attach to the right contact, account, or deal in Gladly, keeping segmentation current as new data arrives.

Where Openai indexes records for retrieval: Gladly keeps it fresh

Contacts, accounts, and notes from Gladly sync into Openai as they change, so embeddings or search stay aligned with the live CRM instead of a stale export.

Where Openai summarizes or drafts: text where reps read it

Summaries, next steps, or drafted messages generated in Openai write back onto the account or deal in Gladly, next to the relationship they describe.

What you can sync between Gladly and Openai

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Gladly objects Openai objects How this pairing syncs
Conversation items Individual messages across voice, SMS, chat, and email attached to the conversation. Batch jobs Asynchronous bulk-inference jobs within a 24-hour window, with status and output/error file IDs; completion detected by the batch.completed webhook or by polling. Conversation items is specific to Gladly and Batch jobs to Openai — each maps to any object or custom field on the other side.
Agents User records used to attribute work in CX analytics. Vector stores File collections backing file-search retrieval, with name, file counts, usage bytes, and status; read as a metadata inventory of retrieval assets. Agents is specific to Gladly and Vector stores to Openai — each maps to any object or custom field on the other side.
Topics Categorization applied to conversations; the key dimension for contact-driver reporting. Usage & Costs Per-model and per-project token, request, and dollar figures from the Administration Usage and Costs endpoints, read for FinOps chargeback and spend reporting. Topics is specific to Gladly and Usage & Costs to Openai — each maps to any object or custom field on the other side.
Tasks Follow-up work items created from external triggers or synced for workload reporting. Projects & Members Organization projects, their members, and service accounts from the Administration API; read as an access-and-ownership inventory. Tasks is specific to Gladly and Projects & Members to Openai — each maps to any object or custom field on the other side.
Customer profiles The central entity; merges identifiers like email, phone, and order IDs, which syncs use for matching. Audit logs Organization audit-log events (API-key changes, logins, project edits) from the Administration API; read for compliance and security monitoring. Customer profiles is specific to Gladly and Audit logs to Openai — each maps to any object or custom field on the other side.
Conversations Each customer's continuous timeline; status and outcomes sync to CRMs and warehouses. Models Catalog of available base, snapshot, and fine-tuned models with owner and capabilities; read-only reference data used to resolve inference and fine-tuning targets. Conversations is specific to Gladly and Models to Openai — each maps to any object or custom field on the other side.

How changes propagate between Gladly and Openai

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Gladly Openai Sub-second propagation

DetectionGladly notifies Stacksync of record changes through webhook events. Webhook event subscriptions for conversation and customer events, supplemented by polling and report exports.

DeliveryOpenai does not accept inbound record writes, so this direction carries requests rather than records: Openai's output flows back as field updates on the originating Gladly records.

Openai Gladly Sub-second propagation

DetectionOpenai notifies Stacksync of record changes through webhook events. Push webhooks (Standard Webhooks spec, whsec_ signing secret) fire on batch.completed, fine_tuning.job.succeeded/failed, response.completed/failed,.

DeliveryEach detected change is written to Gladly through its API, with automatic retries and rate-limit backoff.

Rate-limit considerations

  • Gladly: Subject to the platform's API rate limits.
  • Openai: Rate limits are set per organization and per project as RPM/RPD and TPM/TPD and rise across five spend-based usage tiers; responses carry x-ratelimit-remaining headers and return HTTP 429 on breach.
What ships with Gladly ⇄ Openai

Connect Gladly and Openai for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Gladly–Openai connection.

Real-time

Real-time sync

Changes in Gladly or Openai instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Gladly or Openai data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Gladly or Openai record.

Observability

Monitoring

Track your Gladly ⇄ Openai sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Gladly and Openai.

How the Gladly and Openai connectors work

Gladly

Integration surface
REST API
Authentication
API tokens used with basic authentication tied to an agent email
Change detection
Webhook event subscriptions for conversation and customer events, supplemented by polling and report exports
Capabilities
read · write · webhooks
Rate limits
Subject to the platform's API rate limits

Openai

Integration surface
REST API: data-plane inference and authoring (api.openai.com/v1) plus the Administration API (/v1/organization/*) for usage, costs, projects, and audit logs
Authentication
Bearer API key scoped to a project or user (sk-...) in the Authorization header, with optional OpenAI-Organization and OpenAI-Project headers; the Administration API requires an Admin key (sk-admin-...)
Change detection
Push webhooks (Standard Webhooks spec, whsec_ signing secret) fire on batch.completed, fine_tuning.job.succeeded/failed, response.completed/failed, and eval.run events; objects without a webhook are read by list plus GET-by-ID. No row-level CDC feed.
Capabilities
read · webhooks
Rate limits
Rate limits are set per organization and per project as RPM/RPD and TPM/TPD and rise across five spend-based usage tiers; responses carry x-ratelimit-remaining headers and return HTTP 429 on breach.
How it works

How to connect Gladly to Openai — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Gladly and Openai with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Gladly connected
    Openai connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Gladly and Openai objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Gladly ⇄ Openai
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Gladly Openai
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Gladly and Openai integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

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SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 384 integrations available for Gladly and Openai.

Popular · 6 of 384
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