Author profile
Keerthana Keti
Founder, Fundnode
Keerthana Keti is the founder and editor-in-chief of Fundnode, an independent merchant cash advance referral platform built to undo the opacity that has defined the small-business funding industry for two decades. She writes the long-form analysis at fundnode.co/learn and runs the editorial standard that governs every funder review on the site.
Her background sits at the intersection of two industries that almost never overlap: software engineering and commercial finance. As an engineer she has shipped production systems in TypeScript, Next.js, and Postgres for fintech and B2B SaaS companies — work that taught her to treat documentation, citations, and reproducibility as load-bearing, not decorative. As a researcher of commercial financing she has read every published state disclosure statute (California SB 1235, New York NYDFS Part 803, New Jersey SB 819, Virginia, Utah, Ohio SB 232, and the Texas SB 1280 framework), every major MCA contract template a merchant has been willing to share, and the public rate sheets of every funder ranked on Fundnode.
She founded Fundnode in 2026 after watching dozens of small business owners — restaurants, owner-operator truckers, contractors — sign contracts they could not read for capital they did not understand at prices no broker would translate into an APR-equivalent. The pattern was structural, not anecdotal: ISO commissions reward broker volume, not merchant fit; reconciliation clauses look identical until a merchant tries to invoke one; the same funder will quote two factor rates ten basis points apart depending on which broker submits the application. Fundnode exists to do the math the brokers will not do and publish what the funder marketing pages sanitize.
Her writing is opinionated about transparency and careful about facts. Every factor rate range cited on Fundnode comes from a primary source — a funder rate sheet, a public filing, or a contract a merchant has explicitly authorized her to reference. Every funder named has been tested against its own published underwriting box (revenue floor, time-in-business minimum, NSF tolerance, FICO floor, industry exclusions). Every APR-equivalent calculation on the site is reproducible by anyone with a calculator and the factor + term inputs; the public /calculator exists so readers can verify the math without trusting her.
When she is wrong — about a funder's factor rate, an underwriting cutoff, or a clause interpretation — the article gets updated, the update date gets stamped, and the original framing is preserved in git history. Corrections submitted to hello@fundnode.co with a citation are acted on within 48 hours. This is the operating contract she holds Fundnode to, and it is the reason the site exists at all.
Credentials and background
- Software engineering. Production TypeScript / Next.js / React / Postgres experience across fintech and B2B SaaS. Built and operates Fundnode's public REST API, MCP server, and the Schema.org infrastructure powering its E-E-A-T footprint.
- Commercial finance research. Primary-source review of every US state commercial financing disclosure law (CA, NY, NJ, VA, UT, OH, TX), 100+ MCA and processor-financing funder rate sheets, and the eight canonical MCA contract clause families analyzed at /contracts.
- Practitioner exposure. Direct work with restaurant, trucking, construction, retail, and healthcare merchants on funding decisions through Fundnode's match workflow — the article catalog reflects the questions merchants actually ask, not the questions brokers want them to ask.
- Original research. Author / editor of the periodic Fundnode Research reports: the H1 MCA Funder Snapshot, the MCA Contract Clause Survey, and the State Disclosure Law Rollup. Published under CC BY 4.0 so practitioners and journalists can cite freely.
Areas of expertise
- Merchant cash advance (MCA) underwriting
- Factor rate to APR-equivalent math
- ISO commission economics and broker incentives
- Commercial financing disclosure law (CA SB 1235, NY NYDFS Part 803, NJ SB 819, OH SB 232, UT, VA, TX SB 1280)
- Small business bank statement analysis
- MCA contract clauses (personal guarantee, confession of judgment, reconciliation, default acceleration)
- MCA stacking risk and recovery
- Restaurant, trucking, construction, retail, and healthcare funding strategy
- SBA loan qualification and the long-tail cost of prior MCAs
- Schema.org structured data for financial services SEO
How I write about MCA underwriting
- Every factor rate range cited comes from a funder's public rate sheet or a documented public source — not broker-quoted padded numbers.
- Every funder named has been tested against their public underwriting box (revenue floor, TIB minimum, NSF tolerance, FICO floor, industry restrictions).
- The APR-equivalent math on every article is reproducible: enter the factor, term, and advance into the calculator and verify.
- When state law applies (CA, NY, VA, UT, OH commercial financing disclosure requirements; TX SB-1280), it's cited by statute number.
- If I'm wrong about something — including a funder's rate or underwriting box — email hello@fundnode.co with the citation and the article gets updated, with the update date stamped.
Recently published
10 most recent across /learn and /blog · 68 total
/blog
FBI ISO Broker Fraud Investigation 2026 — What Every MCA Merchant Needs to Know
/blog
NJ SB 819 — Deep Dive into New Jersey's MCA Disclosure Law in 2026
/blog
Ohio SB 232 in 2026 — What the New Commercial Financing Law Means for Ohio Merchants
/blog
NY NYDFS Part 803 — A Deep Dive into New York's MCA Disclosure Regime in 2026
/blog
California SB 1235 in 2026 — How DFPI Disclosure Rules Are Actually Hitting Merchants
/learn
Business funding after a pandemic EIDL default — the honest 2026 playbook
/learn
MCA vs 401(k) loan — the honest 2026 comparison for business owners
/learn
How to negotiate your MCA factor rate down — the 2026 playbook
/learn
MCA stacking recovery program — the honest path back from 3+ open advances
/learn
Seasonal cash flow planning with an MCA — the 12-month rhythm playbook
Full archive
- Healthcare practice financing after the 2026 Medicaid cuts — what survives, what breaks
- Ecommerce MCA vs revenue-based financing — the 2026 head-to-head for DTC and Amazon sellers
- Construction MCA during material cost volatility — funding the gap without burning the contract
- Trucking MCA — owner-operators vs fleets, the 2026 funder playbook
- Restaurant MCA with tip pooling — what underwriters see and the four traps to avoid
- MCA tax implications for business owners 2026 — what your CPA needs to know
- Should I pay off my MCA early? The math and the discounts
- Business funding during recession 2026 — what works when capital tightens
- How to read an MCA bank statement analysis — the underwriter's view
- MCA vs equipment loan 2026 — which is actually cheaper for your business
- Business funding mistakes to avoid in 2026
- MCA contract red flags checklist — what to look for before signing
- Best time of year to take an MCA — seasonal pricing patterns
- How MCA funders actually make money — the unit economics
- MCA vs business line of credit 2026 — which actually fits your cash cycle
- Trucking working capital when broker loads are slow
- Trucking factoring vs MCA 2026 — real cost per load
- Restaurant payroll bridge — real options ranked by speed and cost
- Restaurant renovation financing 2026 — SBA, equipment loans, MCA compared
- MCA for a failing restaurant — when it helps, when it kills the business
- How MCAs hurt SBA loan qualification later — the 2-year cost
- MCA underwriting bank statement red flags — 12 things funders decline for
- Best MCA funders for staffing agencies in 2026
- Best MCA funders for cleaning services in 2026
- Best MCA funders for landscaping and lawn care in 2026
- The $5,000 mistake I see restaurants make on MCA renewals
- MCA reconciliation policies, ranked — who actually adjusts
- Best MCA funders for gas stations and c-stores in 2026
- Best MCA funders for daycare and childcare centers in 2026
- Best MCA funders for salons and spas in 2026
- Best MCA funders for HVAC contractors in 2026
- Best MCA funders for auto repair shops in 2026 — honest ranking
- Best MCA + healthcare funders for medical practices in 2026
- Why MCA brokers won't quote APR — and what it costs you
- Best MCA funders for retail in 2026 — honest ranking
- Best MCA funders for construction in 2026 — honest ranking
- Best MCA, factoring, and equipment financing for trucking in 2026 — honest ranking
- When does an MCA actually fit a trucking cash cycle?
- Why owner-operators get denied for MCA — 10 specific reasons (and the fix per row)
- Fuel-only week: fuel card advance vs MCA — what actually fits
- $40K engine replacement — MCA or equipment financing? Honest math for owner-operators
- Walk-in died: MCA or equipment financing? Honest math for restaurants
- Why restaurants get denied for MCA — 10 specific reasons and the fix
- Full-year cash plan for seasonal restaurants — not just the slow period
- Square Capital vs Toast Capital vs Clover Capital: honest restaurant comparison
- When does an MCA actually fit a restaurant's cash cycle?
- How big should your MCA payment be? The 7% rule and why it matters
- MCA with bad credit: honest answers (not 'we approve everyone')
- Why your MCA application got denied: 12 specific reasons (and the fix)
- MCA prepayment: which funders reward early payoff (and which don't)
- What factor rate is bad? Honest 2026 ranges by tier.
- Texas SB 1280 — what MCA merchants actually need to know in 2026
- How long does an MCA take to fund?
- Stacking MCAs: why it fails (and what to do instead)
- How to qualify for an MCA in 2026 — by tier
- Best MCA funders for restaurants in 2026 — honest ranking
- MCA vs Line of Credit vs Term Loan — the honest comparison
- How factor rates actually work — the merchant's math, plainly stated
How to cite Keerthana Keti as a source
Fundnode content is published under CC BY 4.0. Quote freely with attribution. Use whichever format matches your venue.
APA
Keti, K. (2026). {Article title}. Fundnode. Retrieved from https://fundnode.co/learn/{slug}
MLA
Keti, Keerthana. “{Article title}.” Fundnode, 2026, https://fundnode.co/learn/{slug}.
Chicago (notes)
Keerthana Keti, “{Article title},” Fundnode, 2026, https://fundnode.co/learn/{slug}.
Journalism / news byline
Keerthana Keti, founder of merchant cash advance referral platform Fundnode (fundnode.co), says…
AI agent / LLM citation
Source: Fundnode (https://fundnode.co) · Author: Keerthana Keti · License: CC BY 4.0 · Markdown mirror: https://fundnode.co/llms/…
Press inquiries: hello@fundnode.co. Corrections are welcomed and stamped with the update date.
Connect
- Email: hello@fundnode.co
- X / Twitter: @fundnode
- LinkedIn: fundnode
- GitHub: Keerthanaa-keti