Financial intelligence for growing businesses

See what your business can afford.

Qelly checks every combination of the choices in front of you, not only the obvious plan. It shows which plans protect your cash, what they cost, and the one fact that could change the answer.

We're building Qelly for growing businesses and for the lenders and investors who finance them. Every figure is calculated and independently replayed. Language models never supply the numbers.

Explore a decision
Decision workspace/Equipment order
Illustrative case · USD

A question worth asking

Can we place the US$150,000 equipment order and still protect our cash?

Six-week window · US$50,000 reserve

The fact that matters

A US$64,000 receipt from your largest customer, invoiced for week 2.

Their latest message “We'll release the payment right after our quarter close.”
  • Promises to payyes
  • Names a dateno
  • Matches the invoice dateunclear
When does the cash arrive?

Messages become typed judgments that a person confirms. Dates and arithmetic stay in code.

Every plan, checked

Each row is one decision. Bars show the share of working plans that use an option. Select an option to require it.

Equipment order US$150,000
Committed credit line up to US$80,000 · repaid in week 6
Packaging supplier US$38,000 · due week 1
Insurance premium US$21,000 · due week 1
Produce supplier US$52,000 · due week 2
Freight carrier US$24,000 · due week 2
Equipment lease US$18,000 · due week 3
Marketing agency US$16,000 · due week 4
The obvious plan — order now, pay every bill when due — falls to −US$105,000 in week 2. Lowest-cost plan Obvious plan Reserve
Six-week cash path Closing cash by week. The lowest-cost plan stays at or above the US$50,000 reserve with a minimum of US$50,270. The obvious plan falls to −US$105,000. 150k 0 −150k Today Week 1 Week 2 Week 3 Week 4 Week 5 Week 6 50k
View the inputs and the method

Opening cash is US$150,000 and the reserve is US$50,000. Committed weekly flows net confirmed collections against payroll, rent, taxes and loan service. The US$64,000 receipt sits in week 2 unless you move it. Late fees, the staging fee, the premium for ordering later and credit interest are paid in cash in the week they apply, so they lower closing cash; the early-payment discount reduces that week's payment. The one cost that is not a cash payment is an estimate of the margin lost by deferring the order beyond week six.

Committed net cash flow by week, in US dollars
Week 1 Week 2 Week 3 Week 4 Week 5 Week 6
+10,000+20,000+70,000+45,000+10,000+70,000
Lowest-cost plan: closing cash by week, in US dollars
Week 1 Week 2 Week 3 Week 4 Week 5 Week 6
52,00050,79050,27054,55064,55053,150

Method. The six weeks form a chain. Between weeks Qelly carries the closing cash and which decisions are still open. Multiplying the weekly constraint tables once with ordinary arithmetic counts every plan that never dips below the reserve; doing it again in min-plus arithmetic returns the cheapest one. An independent replay then re-adds the chosen plan week by week. This is dynamic programming written as a tensor-network contraction, so the same instance also exports to MILP, QUBO, Ising and CQM formats for other solvers.

A transparent synthetic example, not a connected client account or a live product feature. Exact means every combination of the listed options was checked against these inputs; it does not make the inputs right. Scenarios carry no probabilities. Returns on the equipment are not modeled, and costs beyond week six are outside this example.

The product we're building

From a message in your inbox to a plan you can defend.

Qelly keeps the financial picture, the open questions and the decision in one place. The first focus is liquidity: obligations, collections, financing, and the next commitment a growing business is considering.

1

Turn messages and records into facts you can check.

Customer emails, supplier terms, invoices and bank data become structured facts. Each keeps its source, its date, and whether a person has confirmed it. Text is read into bounded judgments, never into free-form numbers.

2

Search every plan, exactly.

Qelly counts every combination of payment timing, staging and financing that keeps cash above your reserve, finds the cheapest, and shows what all working plans have in common.

3

Price the question that matters.

It reruns the search under each open fact, such as a collection date, a covenant or a credit commitment, and tells you what confirming it could save before you commit.

4

Keep a record others can verify.

Each recommendation carries its inputs, an independent replay of the arithmetic, and a fingerprint. Management makes the call, and shares the record with a lender or investor only by choice.

One financial foundation.
Two sides of a decision.

The same business facts support different decisions. Objectives, available actions, constraints, and access determine the experience.

Qelly CFO

For SMEs and their finance teams

Can we afford the next commitment while protecting cash?

Bring management priorities, budgets, obligations, and operational constraints. Compare hiring, expansion, inventory, payment timing, and documented financing.

The decision brief

Cash outlook, material gaps, feasible responses, and the conditions management needs to review.

Qelly financing review

For lenders and investors

Does this business support the proposed financing or investment?

We're designing Qelly to support financial due diligence on the same verified record: repayment capacity under the scenarios you care about, covenants, collateral, the evidence behind each fact, and what is still unconfirmed. Investor decisions also require price, ownership, horizon, and portfolio objectives.

The decision brief

Repayment scenarios and financing tradeoffs first. Broader equity-investment and valuation workflows are on the roadmap.

Our launch approach

Your assistant.
Qelly's financial infrastructure.

Use Qelly through the assistants you already know. We're building connectors for ChatGPT and Claude, supported by a Qelly workspace for records, permissions, assumptions, and approved reports.

ChatGPTClaudeQelly workspace
Qelly

Maintained business state · Calculations · Scenarios · Evidence

The host assistant handles the conversation. Qelly performs and records the financial work. One financial service can support multiple interfaces.

Planned: validate one connector, then add the second.

For optimization and quantum teams

Every decision is also a benchmark with a known answer.

Qelly's search is exact, so each instance ships with ground truth: the optimal plan, the number of feasible plans, and how often each option appears. We export the same instances for annealers, gate-model hardware and classical solvers, and replay any returned answer with an independent checker.

No quantum advantage is claimed. This is how we intend to find out where one appears.

See the benchmark and the measurements
20 of 20
synthetic instances where the exact optimum matches an independent MILP solver
544 million
plans in the largest instance, with the feasible ones counted exactly
4 formats
MILP, QUBO, Ising and CQM exports of the same instance, with one checker for all

Build the first chapter with us

From a clear question to a stronger business.

We're seeking design partners: a lender or advisory firm with a portfolio of growing businesses, and the businesses themselves. Bring a recurring cash or financing decision. Help shape the workflow around real operating needs.

Discuss a pilot
Qelly Research

Building the intelligence behind the next move.

Exact search. Verified decisions. An open benchmark for classical, quantum-inspired and quantum solvers.

Explore our research