Straight answers about LongLead AI.

What it is

What does LongLead AI do?

LongLead AI is an AI BD analyst that reads public records and tells you which upcoming projects will need your specific scope — before that need appears as a named bid. It watches signals like MILCON budget lines, SAM.gov notices, federal awards, state filings, and interconnection queues, infers the sub-tier work a project implies for your trade, and delivers a ranked, evidence-cited feed with the buyer named.

Is LongLead a lead database or an aggregator?

No — LongLead is not an aggregator, and it doesn't compete on breadth. It competes on per-customer judgment and earliness: instead of a big searchable database of listed projects, it infers the specific invisible scope hidden inside a project and cites the record it came from. Two direct competitors get genuinely different feeds.

How is LongLead different from a bid board or ConstructConnect?

A bid board lists projects that are already at bid; LongLead flags the scope 12–24 months before it's named anywhere you can buy a lead. Aggregators win on breadth of listed deals — LongLead deliberately doesn't compete there. It works upstream, inferring your specific sub-scope from public signals while the project is still forming.

What industries does LongLead cover?

LongLead runs today for shielding and secure facilities, GovCon cyber/compliance, grid interconnection, and life-science facility readiness. The engine is horizontal — it can stand up any industry whose downstream demand can be inferred from public records but is invisible in the record's headline — so coverage expands to new inferable verticals over time.

How it works

How early does LongLead flag an opportunity?

Typically 12–24 months before your scope is named on a bid board, depending on the signal. Every row carries a confidence score and a lead-time window grounded in the signal's actual date versus when that kind of work is usually let — the earliness is measured from the record, never asserted.

How do I know a prospect is real and not made up?

Every prospect cites the specific public record it was derived from — a J-book line, a SAM notice ID, an award — and that citation resolves to a human-readable page you can open. If a prospect can't be traced back to a citable public source, it doesn't ship.

Does LongLead do outreach for me?

No — LongLead never contacts anyone on your behalf. It prepares a cited evidence dossier naming who to call and why now; you make the call, from your own channels. Nothing leaves the system.

How does LongLead learn my fit?

Every correction you make becomes an inspectable rule with a test attached, plus curated examples and a calibration table — so “it learned” always resolves to a named artifact you can read. It is in-context learning, not fine-tuning: LongLead never bakes your data into hidden model weights, and nothing changes on its own behind the scenes — every adjustment is a named artifact you can open.

Trust & data

Does my data train a model that helps my competitors?

Your specific deals, relationships, and margins are never shown to another customer. The system does get smarter about your industry over time — but that learning lives in inspectable rules and generalized, identity-stripped domain knowledge, never in a shared model fine-tuned on your competitive intelligence.

Does LongLead fine-tune an AI model on my data?

No — LongLead does not fine-tune any model on your data. Its learning is explicit and inspectable: tested gate rules, curated examples, and a calibration table you can audit and delete, not weights you can't see into.

Who makes the final call on an opportunity?

You do — LongLead is human-gated by design. It ranks, cites, and explains; it never decides, contacts, or acts on your behalf. The dossier is prepared so you can judge it and make the call yourself.

Pricing & coverage

What does LongLead cost?

LongLead is priced in the $35k–$150k/yr range, assembled à la carte from the scopes you want tracked and the territories you cover. You grow the plan by adding scopes and states; billing is monthly or annual, with annual roughly 20% cheaper.

Do you sell exclusive rights to a scope or territory?

No — LongLead never sells exclusive rights to any scope or territory, and we'll sell to anyone in your space. Your advantage comes from a feed fitted to your business, the workflow that becomes your book of business, and corrections that compound over time — not from locking competitors out.

Is LongLead the same as GovWin, GovSignals, HigherGov, or Mercator?

No — each solves a different problem, and we compare against them honestly on their own pages. In short: GovWin and HigherGov are broad program-level intel, GovSignals helps you win the prime bid, and Mercator serves private commercial construction — while LongLead infers your specific sub-tier scope and names who to call.