NYC Rent-Stabilized Renovation — HSTPA 2019, $89,565 IAI Cap, MCI 2% Reality
NYC rent-stabilized unit renovation. HSTPA 2019 reformed Individual Apartment Improvement (IAI) with $89,565 lifetime cap + 1/168 or 1/180 formula, Major Capital Improvement (MCI) 2% annual cap + 35%-stabilized threshold, HCR DHCR registration. $25K-$200K per unit.
If you own rent-stabilized units in New York City, the renovation playbook you used before June 14, 2019 no longer exists. That's the date the Housing Stability and Tenant Protection Act (HSTPA) became law, and it rewrote the economics of every kitchen, bathroom, floor, and boiler decision a NYC landlord makes.1 The old pattern — spend $60K on a vacant unit, permanently lift the stabilized rent by $1,000+/month, recover cost in five years — is dead. What replaced it is a tightly capped regime that favors maintenance over improvement, building-wide capital work over per-unit rehab, and careful documentation over aggressive rent-roll engineering.
This guide is written for the audience that actually has to live with the new rules: small landlords with one or two pre-1974 buildings, mid-size management companies running 50–500 units across the outer boroughs, and institutional owners navigating 421-a or J-51 expirations. It does not apply to free-market units, co-op/condo alterations, or rent-controlled tenancies (a smaller, separate regime covering roughly 22,000 units citywide). The focus here is the roughly one million NYC rent-stabilized apartments under the NY Rent Stabilization Code and what it costs — and what it legally permits — to renovate one in 2026.
What rent stabilization actually means in NYC (1M+ units)
Rent stabilization in NYC is governed by the NY Rent Stabilization Code, 9 NYCRR §2520–2531, administered by the NY State Division of Homes and Community Renewal (HCR) through its Office of Rent Administration / DHCR.2 The scope is broad by US standards: roughly one million units across the five boroughs, which is a material share of the total rental stock.
Units land in the stabilized regime through three main paths:
- Pre-1974 buildings with 6+ units. The default case. Buildings constructed before January 1, 1974 with six or more residential units are stabilized unless specifically exempted (e.g., co-op / condo conversions with proper offering-plan disclosures, or certain owner-occupied small buildings).
- 421-a tax abatement. Newer construction receiving the 421-a property tax exemption is pulled into stabilization for the duration of the abatement (typically 10, 15, 20, or 25 years depending on vintage). On expiration, some units may exit stabilization depending on program rules and when the abatement was granted.
- J-51 tax abatement. Buildings receiving the J-51 rehabilitation tax abatement are likewise pulled into stabilization while the abatement runs. J-51 expirations have been a major source of stabilization-exit litigation.
The practical effect for a landlord considering renovation: you need to know, before you budget a dollar, whether the unit is stabilized, and if so, by what path. A 421-a unit approaching abatement expiration has a different renovation calculus than a 1923 Bronx walk-up that's been stabilized for half a century.
HSTPA 2019 — the reform that changed the economics
The Housing Stability and Tenant Protection Act of 2019 is the most consequential rewrite of NYC rent regulation since the 1997 Rent Regulation Reform Act.1 For renovation purposes, four changes matter most:
- Vacancy decontrol eliminated. Before HSTPA, a stabilized unit that hit a threshold "deregulation rent" (most recently around $2,774.76 in 2019) could exit stabilization entirely on vacancy. HSTPA eliminated that exit path permanently. Stabilized units stay stabilized, period — regardless of rent level.
- Vacancy bonus eliminated. Landlords used to bank an automatic ~20% rent increase ("vacancy allowance") when a stabilized unit turned over. Gone.
- High-income / high-rent decontrol eliminated. A stabilized unit occupied by a high-income tenant at a high-rent threshold used to be decontrollable. Gone.
- IAI + MCI rent recovery tightly capped. The two main mechanisms a landlord used to recover renovation spend — Individual Apartment Improvement (IAI) and Major Capital Improvement (MCI) — were both restructured. We cover those in detail below because they are the entire game now.
The cumulative effect: the "turn a stabilized unit into a free-market unit by spending on renovation" strategy that defined NYC landlord economics for 20 years stopped existing overnight in June 2019. Every renovation decision since has to be made inside the new cap.
Individual Apartment Improvement (IAI) — $89,565 lifetime cap
Individual Apartment Improvement is the rent passthrough mechanism for work done inside a specific unit — new kitchen cabinets, a new bathroom, refinished floors, new appliances, upgraded electrical.
The pre-HSTPA rule (historical context): a landlord could spend $X on qualified improvements and permanently raise the stabilized rent by 1/40th of the cost in buildings with fewer than 35 units, or 1/60th in buildings with 35+. There was no lifetime cap. A $60,000 vacant-unit gut renovation in a small building yielded a permanent $1,500/month rent increase. The math was aggressive, and it drove a lot of vacancy-induced renovation.
The post-HSTPA rule (what applies today):
- Lifetime cap: $89,565 total in qualified IAI spending can be passed through as rent, across the entire remaining life of the unit. Not per year. Not per tenancy. Lifetime.
- Formula: 1/168th of qualified spend in buildings under 35 units; 1/180th in buildings with 35+ units.
- Math at the cap:
- Small building (<35 units): $89,565 ÷ 168 = $533/month permanent rent increase.
- Large building (35+ units): $89,565 ÷ 180 = $497/month permanent rent increase.
- Record retention requirement: the landlord must keep full documentation — contractor invoices, permits, receipts, payment records — available for tenant inspection and HCR audit forever. Not seven years. Not ten. As long as the unit is stabilized, which is effectively indefinitely.
- Registration: IAI is registered with HCR as part of the annual rent registration (RR / RR-1 forms), not pre-approved. If a tenant later challenges, the burden is on the landlord to produce the documentation.
The practical consequence is sharp: any IAI spending above $89,565 is rent-unrecoverable. A $200,000 premium gut rehab yields the same monthly rent uplift as an $89,565 mid-range renovation. The cap does not index to inflation in the statute, which means its real value erodes every year.
Major Capital Improvement (MCI) — 2% annual cap + 35% threshold
Major Capital Improvement is the building-wide analog to IAI. MCI covers work that benefits the whole building: new boiler, new roof, facade restoration, whole-building window replacement, elevator modernization, new intercom system.3
HSTPA restructured MCI almost as aggressively as IAI:
- 2% annual rent-increase cap. Regardless of how large the MCI project is, total stabilized rent increases in any year from MCI are capped at 2% of the current rent. A $2 million roof + facade project on a 60-unit building no longer yields a 7% annual increase per unit for seven years. It yields 2%/year until the allowable passthrough is exhausted, which can take much longer and in practice reduces effective recovery.
- 35% rent-stabilized threshold. MCI applications require that at least 35% of the building's units be rent-stabilized. Below that threshold, the owner cannot seek MCI passthrough at all. This was specifically aimed at partially-stabilized buildings where prior owners had decontrolled most units.
- Narrower eligibility list. Certain improvements that used to qualify for MCI no longer do, and HCR has tightened scrutiny on what counts as a "capital improvement" versus ordinary maintenance.
- HCR approval required. Unlike IAI (which is registered post-completion), MCI requires an application to HCR before the rent increase is implemented. Tenants receive notice and a 60-day comment period. HCR review commonly takes 6–12 months, sometimes longer on contested applications. The building must carry the cash flow impact of the capital work through that entire review window.
MCI is still meaningful for owners of majority-stabilized buildings doing capital work — especially boiler replacements that coincide with Local Law 97 emissions compliance, where the capital work is going to happen anyway. But it is no longer a lever for aggressive rent growth.
Maintenance vs improvement — the line DHCR audits
This is the distinction that determines whether a dollar spent goes into the IAI cap (and eventually produces recoverable rent, up to $89,565 lifetime) or whether it's a landlord obligation that produces no rent increase.
Maintenance — restoring the unit to its existing condition, or fulfilling the landlord's warranty of habitability. Examples:
- Replacing a broken stove with a functionally equivalent stove
- Repairing peeling paint or a leaking faucet
- Refinishing floors that have reached the end of their service life
- Replacing a failed hot water heater with a comparable unit
- Patching plaster, repairing tile grout, replacing a worn sink faucet
Maintenance is a landlord obligation. It produces no rent passthrough. It is paid for out of existing rent. This is the baseline.
Improvement — adding capacity, amenities, or quality above what existed. Examples:
- Installing a dishwasher where none existed
- Replacing a basic stove with a high-end range with increased BTU / features
- New built-in cabinetry replacing open shelving
- Upgrading from a 60-amp to a 200-amp electrical service
- New central AC system where only window units existed
- Converting a galley kitchen to an open-plan layout with new cabinetry and countertops
Improvement is IAI-eligible — subject to the $89,565 lifetime cap, the 1/168 or 1/180 formula, and indefinite record retention.
Why DHCR cares about the line: relabeling maintenance as improvement is one of the most common tenant overcharge complaints. If a landlord logs "new stove — $1,400 IAI" for a stove replacement that was in fact maintenance, a tenant challenge or HCR audit can unwind the rent increase, impose treble damages for willful overcharge, and create a rolling compliance problem. The burden of proof is on the landlord: invoices dated, describing the work, showing it exceeded existing condition.
Seasoned landlords do not guess at this line. They document each line item on the renovation scope with enough specificity that an HCR auditor five years later can tell whether it was maintenance or improvement.
Vacant vs occupied unit renovation rules
The renovation playbook differs substantially depending on whether the unit is currently occupied.
Vacant units — the default efficient scenario:
- Landlord can do any scope of IAI work without tenant consent
- Scope changes (layout reconfiguration, fixture replacement, finish upgrades) don't require tenant approval
- IAI record-keeping is still required, but no active-tenancy friction
- Timing on the renovation is controlled by the landlord + contractor
Occupied units — significantly constrained:
- IAI work that increases rent requires tenant consent during their tenancy
- If the tenant does not consent, IAI cannot proceed while they are in occupancy
- Maintenance work (non-rent-increasing) can proceed, with 30-day notice for anything disrupting essential services (heat, hot water, gas, electrical)
- If the work is severe enough to render the unit uninhabitable, the landlord may be required under DHCR standards to relocate the tenant to a comparable unit at the existing rent during the work
- Using renovation as a harassment / constructive-eviction lever is specifically prohibited under HSTPA, with significant penalties
The cleanest window for IAI work is on vacancy. Many NYC landlords time renovation cycles to natural turnover rather than forcing the issue during tenancy.
DOB permit + lead + asbestos compliance still required
Rent stabilization governs the rent side of the equation. It does not replace NYC construction code. A rent-stabilized renovation is still a NYC renovation, and the NYC Department of Buildings permit matrix applies in full.4
The standard permit framework:
- ALT-3 — minor alterations that don't change use, occupancy, or egress. Common for fixture swaps, cabinet replacement where layout doesn't change.
- ALT-2 — more substantial alterations that affect plumbing, electrical, or mechanical systems but don't change use / occupancy / egress overall. Most kitchen and bathroom gut renovations sit here.
- ALT-1 — major alterations that change use, occupancy, or egress. Full unit reconfiguration, combining units, or changing the certificate of occupancy.
Professional drawings by a NYS-licensed architect or PE are required for ALT-1 and most ALT-2 filings. DOB permit timelines for a rent-stabilized unit renovation are the same as for any NYC renovation — typically 4–12 weeks depending on scope, complexity, and examiner load.
Beyond permits, two compliance regimes matter especially in pre-1974 buildings (which is virtually all of the rent-stabilized stock):
- NYC Local Law 1 of 2004 (lead paint). Any pre-1960 building with a child under six in residence triggers lead paint compliance obligations on the owner.5 Pre-renovation lead testing is essentially mandatory on any significant scope touching painted surfaces in pre-1960 stock. Improper handling of lead-containing paint during renovation creates both a regulatory exposure (city fines, HPD orders) and a civil liability exposure (tenant health claims).
- NYC DEP asbestos. Most pre-1980 NYC buildings contain asbestos in some combination of pipe insulation, floor tiles, mastic, or plaster. Renovation disturbing suspect materials requires pre-renovation ACP-5 / ACP-7 filings through the NYC Department of Environmental Protection, with abatement performed by licensed contractors under monitored conditions.6 This is not optional and it is enforced.
Both of these add real cost and real time to pre-1974 rent-stabilized renovation. They are not IAI-eligible in the traditional sense — lead remediation and asbestos abatement are more accurately characterized as code-required preconditions to the work, and their characterization in the IAI calculation is a question experienced NYC landlord-side counsel and knowledgeable contractors handle together.
Common renovation scopes + cost: $25K–$200K per unit
Actual 2026 NYC rent-stabilized renovation budgets, based on prevailing contractor pricing in the five boroughs:
Light rehab — $25K–$45K per unit. Paint, floor refinish (or replacement with mid-grade LVP), fixture refresh (faucets, light fixtures, cabinet hardware), appliance replacement like-for-like, minor plumbing repair. Mostly a maintenance bundle, so limited IAI pickup. Typical timing: 3–5 weeks on a vacant unit.
Mid-range modernization — $65K–$110K per unit. New kitchen cabinets and countertops, appliance package upgrade (dishwasher added if not present), bathroom retile with new fixtures and waterproofing, floor replacement, electrical service upgrade to 100–200 amp, light layout tweaks. This is the sweet spot for post-HSTPA economics — it stays under the $89,565 IAI cap while producing a materially improved unit. Typical timing: 8–14 weeks.
Premium gut rehab — $120K–$200K+ per unit. Full gut to studs, layout reconfiguration, new plumbing and electrical stacks, high-end finishes and appliances, sometimes combining with Local Law 97 individual-unit HVAC modernization. Timing: 14–24 weeks. Economic problem: spend above $89,565 is IAI-uncapturable, so the rent math is materially worse than a mid-range scope.
Prices above are NYC labor and materials, including contractor GCs and typical permit costs. They do not include DHCR MCI allocation for any coincident building-wide work.
The IAI economic math problem post-HSTPA
Here is why NYC landlord renovation strategy changed so abruptly after June 2019.
Worked example — $150K premium vacant-unit gut rehab in a 60-unit building:
- Total spend: $150,000
- IAI cap: $89,565
- Unrecoverable spend: $150,000 − $89,565 = $60,435 (cost absorbed, no rent offset, ever)
- Recoverable cap at 1/180 formula: $89,565 ÷ 180 = $497.58/month permanent rent increase
- Annual rent uplift: ~$5,971/year
- Simple payback on the $89,565 recoverable portion alone, ignoring the unrecoverable $60K: 15.0 years
- True payback including the unrecoverable $60K: effectively infinite on that portion
Worked example — $89,565 mid-range vacant-unit renovation, same 60-unit building:
- Total spend: $89,565
- IAI cap: $89,565 (fully at the cap)
- Unrecoverable spend: $0
- Monthly rent increase: $497.58
- Simple payback: ~15.0 years
The second scenario is economically better on every metric, and produces a unit that rents for the same amount. That is the post-HSTPA landlord's dominant strategy: scope to the cap, not above it. Above-cap spend is philanthropy — it benefits the tenant, not the balance sheet.
This is also why NYC landlord attention has shifted toward MCI-eligible building-wide capital work (even at the 2% annual cap) over per-unit IAI maximization. A new boiler + new roof + facade restoration project, properly filed and approved, passes through building-wide and compounds across all stabilized units, which scales better than unit-by-unit IAI capped at $89,565 each.
Strategic landlord considerations
The landlords and management companies making renovation decisions most efficiently under the HSTPA regime tend to cluster around a few practical rules:
- Scope to the cap, not above it. Every dollar above $89,565 IAI is a gift. Mid-range modernization ($65K–$110K) is the efficient frontier. Premium gut rehab is usually a mistake unless the unit is exiting stabilization on a 421-a or J-51 timeline.
- Favor maintenance over improvement where possible. Maintenance is tenant-funded through existing rent. It is also DHCR-defensible. A well-executed maintenance cycle keeps a unit competitive without burning IAI cap.
- Time IAI work to vacancy. Occupied-unit IAI requires consent, creates friction, and introduces harassment-claim risk. Vacant-unit turnover is the clean window.
- Bundle MCI work carefully. Boiler replacements that also satisfy Local Law 97 emissions requirements are capital work that would happen anyway; MCI filing extracts the 2% annual passthrough as a bonus. Don't file MCI on projects that won't approve (35% stabilized threshold, eligibility list).
- Know your 421-a / J-51 / pre-1974 status cold. A unit exiting stabilization on abatement expiration has a different renovation calculus than a permanently stabilized pre-1974 unit. Get the stabilization-exit date in writing from counsel before budgeting.
- Document everything for indefinite retention. DHCR audits happen years later. The invoice, permit copy, photo log, and payment record produced today is what defends the rent registration a decade from now.
Tenant protections during renovation
Tenants in rent-stabilized units have meaningful statutory protections during renovation that landlords violate at real cost:
- Right to a safe and habitable unit. The warranty of habitability applies throughout the tenancy, renovation or not. If work renders the unit uninhabitable, remediation or relocation is the landlord's obligation.
- Right to relocation to a comparable unit if work is severe enough to require vacating. DHCR enforces this standard case-by-case; "comparable" means similar size, similar neighborhood, similar rent during the work window.
- 30-day notice for disruption of essential services. Heat, hot water, gas, electrical service — any interruption requires advance notice, and prolonged interruption can trigger rent abatement.
- Protection from harassment. HSTPA specifically prohibits using renovation — pace of work, noise, deliberate disruption — as a tool to induce tenant vacancy. Civil and criminal penalties apply.
- Access to IAI documentation. A tenant has standing to request and review the IAI records the landlord is required to retain, and to file an overcharge complaint with HCR if the registered rent appears to exceed the lawful calculation.
Contractors matter here. A contractor who doesn't understand NYC rent-stabilized context — the notice requirements, the essential-service rules, the documentation discipline — can create problems the landlord then owns for the remaining life of the tenancy.
What Baily verifies before any rent-stabilized renovation match
Rent-stabilized renovation is where NYC landlords most need a contractor with specific regulatory literacy, not just a general contractor who happens to work in New York. Before routing a rent-stabilized scope to any contractor, Baily verifies:
- NYC DOB track record — active permits filed in the last 24 months, with ALT-2 and where relevant ALT-1 filings in pre-1974 buildings. Licensed NYS architect or PE on file for projects requiring professional drawings.
- NY Rent Stabilization Code familiarity — prior work on stabilized units, with owner references confirming IAI-documentation discipline (invoices scoped to distinguish maintenance vs improvement, photo logs, retained records).
- Lead paint certification (Local Law 1) — EPA RRP certification and NYC-specific lead-safe work practices, especially for pre-1960 buildings. Pre-renovation lead testing protocol established.
- Asbestos protocol — relationship with a NYC DEP-licensed asbestos abatement firm for ACP-5 / ACP-7 filings and abatement where needed. No cutting corners on pre-1980 building scopes.
- Scheduling discipline for occupied-tenancy work — 30-day notice practice, minimized essential-service interruption, clear daily work windows, demonstrated respect for harassment-standard constraints.
- Insurance + bonding — general liability appropriate to NYC multi-family work, workers comp current, any required bonds on larger scopes.
- Union / non-union context — for buildings with collective bargaining relationships on the building staff side, a contractor who understands how building-staff interactions work.
- Real pricing transparency for HSTPA-era budgets — an understanding that post-2019, "scope to the cap" is the landlord's primary constraint, and that a contractor pushing for premium scope that exceeds $89,565 is misaligned with the owner's economics.
Baily sends a rent-stabilized scope to one contractor — not twelve. The match is specific: the right contractor for a Bronx pre-war walk-up IAI is not the same contractor as for a 50-unit UWS building MCI boiler replacement with HCR filing support. Institutional fit matters more here than in almost any other NYC renovation context.
Frequently asked questions
How much can I raise the rent after renovating a rent-stabilized unit in NYC?
Less than you might expect post-HSTPA. The Individual Apartment Improvement (IAI) regime now caps your lifetime rent passthrough at $89,565 per unit, with rent increase calculated as 1/168th (in buildings under 35 units) or 1/180th (in 35+ unit buildings) of qualified improvement spend. So spending $89,565 on a vacant-unit renovation in a 35+ unit building yields a permanent ~$497/month rent increase. Spending $200,000 still only gets you the same $497/month — anything above the cap is economically unrecoverable through rent. This is the math problem that fundamentally restructured NYC landlord renovation strategy after the 2019 Housing Stability and Tenant Protection Act.
Is the $89,565 IAI cap annual or lifetime?
Lifetime. Not per year, not per tenancy, not per renovation cycle. The $89,565 is a ceiling on total qualified IAI spending that can ever be passed through as rent increase for that unit, across its entire remaining life in the rent-stabilized system. Once you've spent $89,565 of IAI-qualifying cost on a unit and registered the resulting rent increase, additional renovation spending on that unit produces no further rent uplift through IAI. This is the single biggest behavioral change HSTPA forced on NYC landlords.
Can I do Individual Apartment Improvement work while a tenant is living in the unit?
Only with the tenant's consent for any work that will increase the rent. If the tenant does not consent, IAI cannot proceed during their tenancy. Maintenance work (repairs to existing condition, non-rent-increasing) can proceed with proper notice — 30 days for any interruption of essential services. Most experienced NYC landlords time IAI work to natural vacancy for this reason. Using renovation pressure as a tool to induce tenant vacancy is specifically prohibited under HSTPA's anti-harassment provisions, with civil and criminal penalties.
What's the difference between IAI and MCI — and when do I use each?
IAI (Individual Apartment Improvement) is per-unit: new kitchen, new bathroom, upgraded electrical inside one apartment. It's capped at $89,565 lifetime per unit, registered with HCR as part of annual rent registration, no pre-approval required, records retained indefinitely. MCI (Major Capital Improvement) is building-wide: new boiler, new roof, facade restoration, whole-building window replacement. It requires a formal HCR application with tenant notice and a 60-day comment period, takes 6–12 months to review, and rent increases from approved MCI are capped at 2% annually. The building must be at least 35% rent-stabilized to apply for MCI. In general, MCI is the more efficient route for capital work that benefits the whole building; IAI is the per-unit mechanism for turnover-driven modernization.
Do I still need NYC DOB permits for a rent-stabilized renovation?
Yes, absolutely. Rent stabilization governs the rent side of the equation — HSTPA, HCR registrations, IAI/MCI mechanics. NYC construction code is a completely separate regime administered by the Department of Buildings, and every rent-stabilized renovation follows the same ALT-1 / ALT-2 / ALT-3 permit matrix as any other NYC unit renovation. You also still need Local Law 1 lead paint compliance for pre-1960 buildings with children under six in residence, and NYC DEP asbestos protocols (ACP-5 / ACP-7 filings) for pre-1980 buildings when renovation disturbs suspect materials. The regulatory stack is additive, not substitutive.
Citations
Footnotes
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Housing Stability and Tenant Protection Act of 2019, NY State Senate Bill S6458 — full text at nysenate.gov/legislation/bills/2019/s6458. This is the statute that This is the statute that eliminated vacancy decontrol, vacancy bonus, high-income/high-rent decontrol, and restructured IAI + MCI caps. ↩ ↩2
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NY Rent Stabilization Code, 9 NYCRR §2520–2531. Administered by the NY State Division of Homes and Community Renewal (HCR), Office of Rent Administration. Full code text available through the New York Codes, Rules and Regulations and HCR's regulatory publications at hcr.ny.gov. ↩
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HCR Office of Rent Administration Fact Sheets on Major Capital Improvements (MCI) and Individual Apartment Improvements (IAI). The HCR fact sheet series provides the current administrative interpretation of HSTPA-era caps, eligibility criteria, and application procedures. Available at hcr.ny.gov under Office of Rent Administration resources. ↩
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NYC Department of Buildings alteration permits — ALT-1, ALT-2, ALT-3 categories. DOB Technical Policy and Procedure Notices and the NYC Construction Codes (Title 28 of the NYC Administrative Code). Permit matrix and filing requirements documented at nyc.gov/buildings. ↩
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NYC Local Law 1 of 2004 — the Childhood Lead Poisoning Prevention Act. Codified in Title 27 of the NYC Administrative Code and enforced by the NYC Department of Health and Mental Hygiene in coordination with HPD. Triggers lead paint inspection, remediation, and disclosure obligations for pre-1960 buildings with children under six in residence. ↩
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NYC Department of Environmental Protection asbestos regulations. ACP-5 (no asbestos present) and ACP-7 (asbestos-containing materials identified and abated) filings are mandatory for renovation work in pre-1980 buildings that disturbs suspect materials. Abatement must be performed by NYC DEP-licensed contractors under monitored conditions. Requirements documented in DEP asbestos control program materials at nyc.gov/dep. ↩
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Who is Baily?
Baily is named after Francis Baily — an English stockbroker who retired at 51, became an astronomer, and in 1836 described something on the edge of a solar eclipse that nobody had properly articulated before: a string of bright beads of sunlight breaking through the valleys along the moon’s rim.
He wasn’t the first to see them. Edmond Halley saw them in 1715 and barely noticed. Baily’s contribution was clarity — describing exactly what was happening, in plain language, so vividly that the whole field of astronomy paid attention. The phenomenon is still called Baily’s beads.
That’s what we wanted our AI to do. Every inbound call and text has signal in it — a homeowner’s real question, a timeline, a budget, a hesitation that means “yes but.” Baily listens to every one, 24/7, and finds the beads of light.
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