Hospitality procurement: Comparing supplier quotes on a hotel project in email threads and a spreadsheet?
For hospitality procurement firms: agents that pull quotes from email into one comparison, check them against the spec and chase what is missing. Agents draft and prepare; a person on your team approves everything that goes out.
Supplier quotes for a project arrive as PDFs, scans and emails, and someone types them into a spreadsheet to compare them.
02
More projects, same team
Coordinator work keeps growing faster than you want to add headcount.
03
Paperwork that sits
An invoice can sit in an inbox, unprocessed, until someone gets to it.
What the agents take off the desk
AI agent workflows for hospitality procurement firms
The agent does the legwork. Your team makes the call.
Quote comparison
ArrivesSupplier quotes as PDFs, scans and emails
Agent preparesTurns each quote into structured lines and sets them side by side
Your team approvesYour buyers check every line
Spec checks
ArrivesThe specification and each supplier's quote
Agent preparesChecks each quote against the spec and flags the gaps
Your team approvesThe project manager decides
Approval matching
ArrivesSigned approvals, shop drawings and submittals from clients and designers
Agent preparesMatches each one to the right item, with its reasoning shown
Your team approvesA coordinator confirms each match; unclear cases stop first
Mail triage and follow-ups
ArrivesVendor replies, invoices and questions
Agent preparesSorts the mail, drafts replies and builds a daily digest of follow-ups
Your team approvesCoordinators approve what goes out
PO acknowledgments and expediting
ArrivesOpen purchase orders with no acknowledgment or ship date
Agent preparesDrafts the follow-up to each vendor and tracks the replies
Your team approvesCoordinators approve each message
Purchase orders and invoices
ArrivesApproved quotes and vendor invoices
Agent preparesPrepares draft purchase orders and matches invoices to them
Your team approvesYour team approves each one
You stay in control
Agents draft and prepare. A person on your team approves.
Nothing goes out unapproved
Agents create drafts. A person on your team approves every email, message, filing and payment record. By default, nothing is sent, filed or paid by an agent alone.
Block, don't guess
When records disagree, the agent stops and asks a person. A silent guess is treated as a defect.
A record of every run
What was done, why, and what is still open. Each decision shows its confidence and reasoning.
Inside the tools you already use
No rip-and-replace. The agents work inside your existing inbox and systems, and your team keeps the tools it knows.
Code does the arithmetic
Fetching, totals and filing are done by ordinary code. The model reads, matches and drafts.
Rules we live with ourselves
We run our own finance and admin on agents, under these same rules.
Work arrives from your email, supplier PDFs and scans, specifications and your purchasing system.
Proof
Proof
Our hospitality procurement work
Agents that read vendor bids and signed approvals, on the platform we built for a hospitality procurement firm
GS Associates sources FF&E and OS&E (furniture, fixtures, operating supplies and equipment) for four- and five-star hotels, resorts and restaurants. We built and run the platform its business runs on, which carries the whole purchasing cycle: specifications, vendor bids, purchase orders, invoices and payments, expediting and milestones.
Since 2024 the platform reads vendor bid PDFs, including scans, and turns them into structured quotes. In 2026 we added agents on the same data: one sorts mail, drafts replies and builds a daily digest of follow-ups; another reads signed approvals and matches them to the right items, with its reasoning shown. Unclear cases stop for a coordinator, and every approval is recorded.
Standard items went first. Custom orders stay with a person until the user is fully confident.
“This is amazing. … I'm quite, quite blown away by this.”
Zac Sarff, COO, GS Associates, on the first approval-agent demo, May 2026
Source: gsa-inc.com; GS Associates–Wisflux correspondence and working sessions, 2019–2026
Since 2018
a continuous partnership; the Wisflux team has grown with the client
290,000+
documents, with 78,000+ items and 79,000+ quotes, tracked in the platform (published by GS Associates)
5
companies introduced to Wisflux by GS Associates' COO
—ISO/IEC 27001:2022 and ISO 9001:2015, certified by TNV System Certification, valid to October 2028.
—GDPR-ready practices.
—Read-only access to your data first; write access only when it is earned.
—Background checks for engineers, secrets in a vault, anonymized data outside production, and on-premises deployment where required.
—You own everything: code in your repository from the first commit, running in your cloud or on your premises.
—On the platform we run for GS Associates, the database is closed to the internet, agents have no write credentials beyond their task, access is scoped per user, and every action is logged.
How we start
One workflow first. Real data, drafts first.
01
Workflow review call
Our founder, Chandraprakash Sharma, walks through one workflow with you and says plainly whether an agent can take it on, and if not, says that too. There is no charge for this call.
02
Agent pilot
One workflow, on your real data, drafts first, with success criteria agreed before we start. Your team compares the drafts with its own answers.
03
Roll out, one category at a time
We switch on the standard cases first and train the people who will use it. Hard cases stay with your team until it is confident, and every draft is still approved before it goes out.
We stay until it is used: a project ends when your team uses the system daily, not when it goes live. Every engagement is quoted to its scope.
You see the work as it happens: daily progress notes, a demo every sprint, and a work report behind every invoice showing where each hour went.
Other ways to work with us: a fixed-scope build with milestones, a dedicated team of named engineers, or run and support for systems we built or inherited.
Questions
AI agents for hospitality procurement firms: common questions
Will it work with our purchasing system?+
The agents work inside the tools you already use: your email, supplier PDFs and scans, specifications and your purchasing system. Nothing is replaced. We confirm the fit with your systems in a workflow review, before anything is built.
We've already tried ChatGPT or Claude for this. What do you add?+
Many teams now try. The demo is easy; production is not: connecting your systems, measuring accuracy, keeping a person in the loop, handling the unusual cases and keeping it running. We build with the same AI tools, and we can teach your team as we go.
Who sees our data?+
We are ISO 27001 certified. We start with read-only access, use read replicas instead of production credentials, keep secrets in a vault, and can keep sensitive data on private, open-weight models.
What if the agent gets it wrong?+
Agents start by drafting only, and a person approves everything that goes out. We measure accuracy daily against your own examples, and every miss becomes a test case. Unclear cases stop and ask. Later, if you choose, a category that has proved itself can run without approval; that is your decision, never a default.
Do we have to change how we work?+
No. The agents work inside your existing inbox and systems. We start with one workflow and its standard cases, while hard cases stay with your team. A person approves every draft, and we stay until your team uses it daily.
Are we locked in if it doesn't work out?+
No. You own everything from the first commit: the code lives in your repository and runs in your cloud or on your premises. If we part ways, you keep everything.
Start with one project's quotes.
Tell us how your team compares supplier quotes today. We speak specs, bids and deposits, not just code. Tell us about one workflow. We'll walk through it with you and say plainly whether an agent can take it on — and if it can't, we'll say that too.
