Perspectives
Your View into TeraContext.AI
The same pre-construction platform looks different depending on where you sit. A general contractor cares about scope coverage and defensible bids. An owner cares about risk and price certainty. An architect cares about how their specs and drawings get read. A subcontractor cares about getting the right scope to bid. A lender cares about a loan basis it can trust. An insurer cares about the exposure it’s taking on. These pages show TeraContext.AI from each seat — the general contractor, the owner, the architect, the subcontractor, the lender, and the insurer.
Some things, though, are decided by the market rather than the seat. Below the role views is a market view: affordable housing, the one segment where the building can’t be repriced and the credits have a hard date.
General Contractor
The General Contractor View
For the GC estimating team, TeraContext.AI turns the week-one scramble into a same-day workflow. Here’s what changes from your seat:
- The spec book stops being a wall of paper. Upload the full RFP — 2,000 pages if that’s what landed — and the AI pipeline extracts and classifies every section against masterformat (or any of 10 other WBS taxonomies), each with a confidence score so your estimators know exactly where to look.
- Scope packages build themselves, then you shape them. Auto-generate trade packages by division, then move, split, and merge until the breakdown matches how you actually bid. Export as PDF, Word, CSV, or Markdown — ready to send to subs.
- Sub bids get read for you. Upload a sub’s response and the AI reports coverage, exclusions, alternates, qualifications, and risk flags — catching the buried page-3 exclusion that turns into a change order.
- The proposal assembles with the gaps already found. Coverage matrix, gap analysis, per-trade narratives, and an executive summary — plus a compliance check against the original RFP before you submit.
The result is the story in the video: every section accounted for, a defensible number, and days of manual decomposition compressed into hours.
Owner
The Owner View
For the owner and their development team, TeraContext.AI turns scope completeness into price certainty. The deal you underwrote rests on two numbers — budget and schedule — and both are only as good as the scope behind them. Here’s what changes from your seat:
- The scope behind the price is complete, not sampled. Upload the full RFP and every section is extracted and classified against masterformat with a confidence score — so the number you approve rests on the whole spec book, not just the parts someone had time to read.
- Gaps surface before award, not at month three. The coverage matrix and gap analysis flag the missed division — the concrete scope nobody bid — while there’s still time to price it, instead of paying for it later as a change order with cost and schedule attached.
- Sub bids get read for the exclusions that erode returns. The buried page-3 exclusion or qualification that turns into a change order is caught and reported up front, so the risk is priced into the bid instead of absorbed by your contingency.
- Budget and schedule stay as underwritten. Complete scope coverage protects the two numbers your return depends on — the deal you underwrote is the deal you build.
The result is the story in the video: the missed section found before it becomes a change order, and the budget, schedule, and target return you underwrote — protected.
Architect
The Architect View
For the architect and their consultants, TeraContext.AI reads the specs and drawings the way the field will — and surfaces the conflicts before your seal goes on the set. Every gap that gets issued is one someone downstream turns into an RFI with your name on it. Here’s what changes from your seat:
- Specs and drawings get cross-referenced against each other. Vision-LLM drawing analysis and masterformat classification put the project manual and the sheets in the same index, so a keynote citing a spec section that doesn’t exist — or a spec sealant that never made it onto a sheet — gets flagged instead of shipped.
- Coordination conflicts surface before you issue, not during construction. Spec-to-drawing conflicts, orphaned references, and division-coverage gaps are checked across the whole set, turning the coordination QA you’d otherwise do by hand into a same-day pass.
- Design intent survives decomposition. Accurate WBS classification keeps each requirement tied to the division and trade it belongs to, so what you specified is what gets read, packaged, and bid — not a lossy paraphrase.
- Fewer RFIs, and fewer that trace back to you. Every uncaught gap is billable field time and a question routed to your desk mid-project; catching them pre-issue protects the schedule, the set, and your professional exposure.
The result is the story in the video: the conflicts and orphaned references resolved, the set coordinated before it’s issued for bid, and your seal protected.
Subcontractor
The Subcontractor View
For the subcontractor, TeraContext.AI turns a flooded inbox into a short list of jobs worth bidding. Fifty RFQs can land in a week — the question isn’t how hard your estimators work, it’s which invitations actually fit your shop. Here’s what changes from your seat:
- Every incoming RFQ gets read and scored against your profile. Division, contract size, service radius, bonding capacity, and your own no-go rules — the platform reads each invitation the way you would and scores the fit, instead of leaving fifty PDFs for someone to skim.
- Fifty opportunities become the few worth pursuing. The jobs outside your service area, over your bonding limit, or below your minimum get set aside with the reason attached — so estimating hours go to the bids you can actually win, not the ones you were never going to chase.
- The scope you’d bid is decomposed to your trade. For the opportunities you pursue, the scope is already broken out to your division, so you see exactly what’s being asked of your trade — fewer surprises, a tighter number.
- Estimator hours land where they matter. Roughly forty hours a week of reading turns into a few on the opportunities that fit — dozens of estimator hours reclaimed every week to sharpen the bids you’re actually chasing.
The result is the story in the video: fifty RFQs read in minutes, the handful worth pursuing surfaced with clean, trade-specific scope, and the rest passed with a reason — chase fewer, win more.
Lender
The Lender View
For the construction lender and credit committee, TeraContext.AI turns scope completeness into a loan basis you can trust. A construction loan is sized on the borrower’s budget — and that budget is only as complete as the scope behind it. Here’s what changes from your seat:
- The budget you’re lending against rests on the whole spec book. Upload the full RFP and every section is extracted and classified against masterformat with a confidence score — so the loan-to-cost you approve is built on the complete scope, not the parts someone had time to read.
- Gaps surface before close, not at the third draw. The coverage matrix and gap analysis flag the missed division — the concrete scope nobody bid — while it can still be priced into the basis, instead of surfacing mid-construction as a change order that opens a funding gap.
- The contingency and interest reserve are sized to real scope. When the budget is complete, the reserves you underwrite aren’t quietly absorbing work that was never priced — so a missed scope doesn’t drain the contingency and burn the carry on delay.
- The loan is repaid as underwritten. Complete scope means fewer change orders, a schedule that holds, and a take-out that lands on time — the basis you approved is the basis you fund.
The result is the story in the video: the missed section found before buyout, so the funding gap never opens — and the project cost, interest reserve, and take-out you underwrote hold.
Insurer
The Insurer View
For the project’s insurer — builder’s risk (course-of-construction) plus the wrap-up and general-liability exposures around it — TeraContext.AI turns scope completeness into a risk you can see. Your exposure lives in the same documents the project runs on: how long the risk runs, whether the site’s loss-control protections are actually specified, and whether the contract’s insurance terms match your policy. Here’s what changes from your seat:
- The protections you’re underwriting are actually in the scope. Fire watch, water-mitigation, shoring and monitoring for the building next door — every loss-control requirement is read out of the specs and drawings, so a missed protection is surfaced before buyout instead of discovered after a loss. (TeraContext reads the documents; it doesn’t run the site — it shows you what the scope does and doesn’t cover.)
- The exposure window stays tied to the schedule you priced. Builder’s risk runs with the construction schedule; complete scope means fewer change orders and delays, so the insured window — and the delay and soft-cost tail behind it — doesn’t quietly stretch past the completion you underwrote.
- Contract and policy line up before a loss, not in a dispute after one. Waiver-of-subrogation, additional-insured, and flood-versus-water language are read across the whole contract set, so mismatches between the documents and your policy — the kind that turn a loss into an owner–contractor coverage fight — are surfaced up front.
- You underwrite what you can see. Complete, structured scope means the controls are specified, the schedule holds, and the coverage aligns — the exposure is one you can price, not one hiding in a thousand-page set.
The result is the story in the video: the missed protection and the contract-to-policy mismatch caught before buyout — so the exposure stays within term, the site is controlled, and the coverage is aligned, with no surprises after a loss.
Market View
Affordable Housing
For the affordable-housing developer or sponsor on a 9% competitive LIHTC deal, TeraContext.AI turns scope completeness into protected credits. This is a market view rather than a seat, because affordable housing changes the arithmetic: rents are AMI-capped, so you can’t reprice the building, and the award can only be reopened by going back to the agency — a slow, discretionary, competitive ask. An unplanned cost lands on the developer fee, the contingency of first resort. Here’s what changes on a deal like this:
- Every funder’s rulebook has to land in one set of construction documents. Fair Housing’s seven design and construction requirements, Section 504, the ADA, ICC A117.1, Davis-Bacon on a contract with twelve or more HOME-assisted units, your state QAP’s green criteria — each arrives with its own rulebook, and all of them get read out of the same specs and drawings. TeraContext classifies each requirement against masterformat, traces it to the page it came from, and names the rulebook behind it.
- The rulebooks don’t agree with each other, and the safe harbor is all-or-nothing. HUD’s Fair Housing Design Manual treats an 18-inch water-closet centerline as exact; ICC A117.1 allows 16 to 18 inches and applies conventional industry tolerances. HUD’s safe harbor says that once a standard is selected, the building must comply with all of that document’s provisions — pull provisions from more than one and the protection can be lost. That is a document-completeness rule written into federal regulation, and it’s precisely what the platform checks.
- A missed requirement surfaces in the finished building, not at plan review. The grab-bar blocking that never made it into the 06 10 00 scope is cheapest on the drawing and most expensive once the walls are closed. Every fix is a retrofit, every retrofit is a change order, and every change order is also a delay.
- Delay is what puts the credits at risk. On a 9% deal the building must be placed in service by the close of the second calendar year following allocation, or the allocation returns to the state — Novogradac calls it a cliff test, and the reason for missing the deadline is federally irrelevant. (The one relief valve is a Presidentially declared major disaster: discretionary, and capped at a single additional year.) Complete scope before buyout is how the schedule holds — and the schedule is how the credits hold.
TeraContext.AI doesn’t interpret code and it doesn’t certify compliance. It reads the whole set before buyout and shows a human professional where the scope falls short, with the citation attached.
The result is the story in the video: the gaps and standard conflicts found while they’re still cheap to fix — so the scope is specified and bid, the schedule holds, the developer fee stays earned, and 84 families move in on time.