Choose ChatGPT if
You want one assistant across every department, a single vendor, enterprise controls like SAML and SCIM, and your people bringing the workflows.
Starch vs ChatGPT
ChatGPT gives the whole firm a tool.
Nobody is accountable for the process.
ChatGPT for Financial Services is the broadest assistant we have seen offered to a bank, built with Morgan Stanley and Evercore, and something your people drive.
Facts about ChatGPT checked
Choose Starch if
Your desk process has to run on a schedule, against your precedent, through a named approver, and keep running after whoever set it up moves on.
Breadth against depth, stated plainly.
| Axis | Starch | ChatGPT |
|---|---|---|
| What it is | A named desk's workflow, run for you rather than handed over. | A general assistant, with a financial-services tier for institutions that qualify. |
| The general workspace | Included. Agents, automations and apps, with a library and an inbox. | Is the product. A general assistant. |
| Built for | Coverage groups and deal teams: public finance, M&A, financial institutions. | Large banks and investment firms. Built with Morgan Stanley and Evercore. |
| How you get it | Scoped, quoted and deployed per engagement. | Enterprise account and institution clearance, through direct sales. No self-serve path. |
| How it is priced | Scoped to the workflow and the desks it runs on. A build, then the running of it. | Partly. Business seats: $25 monthly, $20 billed annually, premium $125. |
| Financial data reach | Your systems, CRM, data room and documents, wired by us. | Broad. Daloopa, PitchBook, Crunchbase and LSEG News preloaded, roughly fifty connectors. |
| Recurring execution | Is the product. Workflows run on a cadence nobody restarts. | Driven, not run. Someone opens it and works in it. |
| Output | A sourced draft in your format, routed for approval, then read-only. | PowerPoint, Excel and dashboards, with branded templates, returned to whoever asked. |
| Deployment | Single-tenant, your cloud or ours. SAML SSO, SCIM provisioning, per-person scoped access. | OpenAI's infrastructure, with SAML SSO, SCIM, role-based access and configurable retention. |
OpenAI blocks automated access to its public sites, so the financial-services details here rest on press coverage of the launch.
Where ChatGPT is genuinely ahead.
One vendor across the whole firm
One vendor and one contract across legal, compliance, HR and the business lines.
Preloaded data and connectors
Daloopa, PitchBook, Crunchbase and LSEG News come preloaded, with your existing Bloomberg or FactSet.
Built with two banks, not for banks in general
Morgan Stanley and Evercore shaped the finance tier against real institutional workflows.
Past the table
Four questions the table sets aside.
Onboarding, data, the desk itself, and when to walk away. The last section names the cases where ChatGPT is the better answer.
What onboarding actually involves
It starts with us learning how your team works: which workflows repeat, who touches them, and where the hours go. We judge fit at the same time, and if it is not there you hear it from us directly.
When the fit is there, we build the workflow, shape it around your formats, and put it live inside your environment, securely. Forward-deployed means the upkeep stays with us: the integrations, the changes, the fixes. Your team uses the result.
Where your data sits
Everything lives in your tenant. Our access is very limited: what the work needs, granted for a purpose rather than left standing, and permission-based where that fits.
Redacted logs are a reasonable example of what we might ask to read. That access is scoped to the workflow we run, and it is yours to grant.
Does it differ from desk to desk?
Less than you would expect, and deliberately so. How we onboard, deploy and support a team does not change from one desk to the next, whether the desk sits in public finance, M&A or financial institutions.
The product is what changes. A coverage team and a deal team are not buying the same workflow, because the work underneath is different. That is the difference worth weighing, not the service around it.
When not to pick us
The first reason is fit. We run a known set of workflows, and they share the same machinery underneath. Ask for something outside that set, with different machinery, and we will tell you we are the wrong choice rather than take the build.
The second reason is simpler. If the week is mostly drafting documents and looking things up, ChatGPT is the better tool, and we will say so plainly. The Workspace runs a general assistant too, and it is not the part we lead with. Starch is for the recurring cycle around that work: the approval route, the formatting, and the record it leaves.
Asked about ChatGPT
Is Starch a ChatGPT alternative?
Partly. ChatGPT is a tool your people drive; Starch is a desk workflow we build and operate.
Can we just use ChatGPT for this?
For drafting and analysis, often yes. It stops where a process must survive without a person driving it: the recurring cycle, your formatting, the approval route, the record.
How much does ChatGPT for Financial Services cost?
OpenAI publishes no price for the finance tier, which needs an enterprise account and institution clearance through direct sales. Business seats are public: $25 per seat monthly, $20 billed annually, premium $125. Those are general seats, not the tier.
Which produces more reliable financial outputs?
That depends on the model and task; the evidence is worth reading directly. BankerToolBench tested nine frontier models against banker-defined criteria and found the best failing nearly half. Our answer is structural: a review path and a named approver are built in.
Can Starch and ChatGPT be used together?
Yes. The AI Workspace is a general assistant in its own right, and firms can run an enterprise assistant beside it for departments outside the desk.
See it run
Buy the assistant if you want one.
Buy the process if you need it to run.
Bring the process your desk repeats monthly. We will show you what it looks like with nobody starting it.
Book a demoSources and methodChecked 2026-09-16
Everything stated about ChatGPT on this page comes from the material below, checked on 2026-09-16. Pricing and product detail change; confirm on their site before deciding.
- Fortune: OpenAI courts Wall Streetthe finance tier, its design partners and its data sources
- CIO: premium ChatGPT Business seatspublished seat pricing
- BankerToolBenchindependent benchmark built with 502 investment bankers
- BankerToolBench repositorytasks, rubric and results
ChatGPT is a trademark of OpenAI. Starch is not affiliated with, endorsed by or partnered with OpenAI. OpenAI blocks automated access to its public sites, so the product details on this page rest on press coverage rather than OpenAI's own pages; confirm with OpenAI before deciding. The benchmark cited is independent research about model performance generally. Nothing here describes what ChatGPT cannot do.