RFP answers, drafted. Cited to what already won.
The pattern behind a regulated bank's RFP turnaround: an anonymized reference architecture, drafted answers pulled from a reusable requirement library, and every draft cited back to a prior approved response. Built for correspondent banking desks and vendor-risk teams answering RFPs and DDQs every week.
1,200+ requirement library entries. Built on Sphere AI Foundry.
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Every RFP starts from a blank page it shouldn't
A correspondent banking RFP or vendor DDQ runs 150 to 400 line items, and most of those questions were already answered — for a different institution, six months ago, by someone who has since moved teams. Proposal leads spend the first two days of every cycle hunting through old submissions, Slack threads, and shared drives for language that already cleared legal and compliance, instead of drafting the handful of questions that are actually new.
Requirement in, cited draft out
Four steps, every one logged and citable back to a requirement, a policy, or a prior approved answer.
Reads the RFP grid the way it actually arrives
Excel requirement matrices, Word narrative RFPs, and portal-based DDQs from Ariba, Coupa, or a correspondent bank's own vendor-risk platform — parsed into individual, trackable requirement lines, not a single flattened document.
Every question checked against the requirement library first
Each line is matched against the reusable requirement library before anything is drafted from scratch — reusing approved language wherever a prior answer applies, and drafting new language only where no match exists.
Reference deals, stripped before they're reused
Where a drafted answer draws on a past engagement, the institution name, deal terms, and any identifying detail are stripped before the pattern enters the library — the citation points to an anonymized reference architecture, not a client file.
New or ambiguous questions routed to the right reviewer
Requirements with no library match, or that touch pricing, legal terms, or a regulatory position, are flagged and routed to the named subject-matter reviewer for sign-off before the draft is finalized.
10 fields, every one cited
What the agent produces for every RFP or DDQ it drafts.
Typical inputs
What the agent reads, and what it connects to.
Documents
- RFP requirement matrix or narrative RFP document
- Vendor and third-party risk DDQ or security questionnaire
- Prior approved RFP responses and win/loss archive
- Internal policy library (AML, information security, business continuity)
- Product and pricing sheets with current approved language
Systems
- Proposal management platform
- Procurement portals (Ariba, Coupa, and correspondent-bank vendor portals)
- CRM for deal and opportunity context
- Policy and compliance document repository
Is this the right fit?
Built for repeat volume — not a one-off proposal.
✓ Works best for
- Correspondent banking and vendor-risk teams answering 10+ RFPs or DDQs a quarter
- Banks standardizing responses on an approved requirement library
- Proposal desks wanting every draft traceable to a prior approval
Too small for
- A single one-off RFP a proposal writer can turn around faster than building out the library
- Replacing legal, pricing, or final commercial sign-off
- Highly bespoke sovereign or one-time tenders with no reusable requirement pattern
Grounded in what was actually approved, not a black box
Compliance-first, the same standard every Sphere agent is held to.
The agent will not submit a draft on its own — every response sits between the requirement grid and a proposal lead's final review, never past it. A named subject-matter reviewer confirms every flagged, pricing-related, or newly drafted answer before it enters the submitted document.
Reference architectures cited in a draft are anonymized before they enter the reusable library — see how the same governed-reuse standard applies across regulated deployments in Governed AI for Banks and Private LLM Deployment for Banks and Financial Institutions.
Prerequisites requirement library
An initial set of approved answers and policy documents required before the library can return high-confidence matches.
Human review required
A proposal lead or subject-matter reviewer confirms every flagged and newly drafted answer before submission — never fully autonomous.
Regulatory grounding anonymized
Reference architectures cited in a draft are anonymized — institution names and deal terms are stripped before reuse.
Foundation Sphere AI Foundry
Access controls and audit trail configured here carry forward to every other agent you deploy.
Frequently asked
Does the RFP Response Accelerator submit answers on its own?
No. It drafts every answer from your requirement library and prior approved language, but a proposal lead or subject-matter reviewer signs off on each section before it goes into the submitted response.
How does it handle confidential client details when reusing a past answer?
Every reused reference cites an anonymized version of the original engagement — institution names, deal terms, and identifying details are stripped before the pattern enters the reusable requirement library.
What RFP and DDQ formats does it work with?
Correspondent banking RFPs, vendor and third-party risk DDQs, procurement security questionnaires, and RFI response grids in Excel, Word, or web-portal formats such as Ariba and Coupa. Additional formats can be added during onboarding.
Is every drafted answer traceable to where it came from?
Yes. Each drafted answer cites the requirement it responds to and the prior approved answer or policy source it was drawn from — there is no drafted answer without a citation back to its source.
How is this different from a generic proposal-writing tool?
It is built specifically around a bank's reusable requirement library and reference architecture, not a general-purpose writing assistant. It runs on Sphere AI Foundry, so the access controls and audit trail configured here carry forward to other agents you deploy.
Hear from
our clientsHear from our clients

Lee Ebreo
VP of Engineering at Credit Ninja
These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim
VP of Engineering at Prominence Advisors
Our experience with Sphere and their team has been and continues to be fantastic. We keep throwing new projects at them, and they keep knocking them out of the park (including the rescue of a project that was previously bungled by another vendor).

Ben Crawford
Senior Product Manager at Enova Financial
I would expect to be delighted. It's been a really positive experience, working with Sphere, and I would expect you to have the same.

Mark Friedgan
CEO at CreditNinja
Sphere consistently prioritizes the needs of their clients, demonstrating both agility and teamwork. As an offshore team, they have been an integral part of our organization and we plan to continue growing with them.

René Pfitzner
Co-Founder at Experify
Sphere provided excellent full-stack development manpower to augment our team and help push our product forward. They are easy to work with, tech-savvy and proactive.

Bruce Burdick
Chief Information Officer at Integra Credit
We've been working with Sphere and its excellent consultants since our founding. I've found that they are true partners in the success of our business.

Jemal Swoboda
CEO at Dabble
The resources and developers that Sphere Software provides are skilled and have the required technical expertise, but more importantly, they have helped us build a culture of excellence within our team.

Arthur Tretyak
Founder and CEO at IntegraCredit
With Sphere, we were able to migrate in half the time it would take to train an additional FTE… and for a fraction of the cost. Our experience with Sphere has been exceptional.

Lee Ebreo
VP of Engineering at Credit Ninja
These things would not have been achievable if we did not build our own in-house system and if we did not partner with Sphere to help us achieve our goals.

Selah Ben-Haim
VP of Engineering at Prominence Advisors
Our experience with Sphere and their team has been and continues to be fantastic. We keep throwing new projects at them, and they keep knocking them out of the park (including the rescue of a project that was previously bungled by another vendor).

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See it on your own RFP
Bring one live RFP or DDQ to the demo. We'll show the drafted output live — matched answers, citations, and the flagged-for-review list, on your own requirement grid.
Talk to a solutions architect
Direct to a senior architect — never a sales queue. Replies within one business day.
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