What proactive graph building does to time-to-first-answer

In this article

• What "time-to-first-answer" actually measures
• The two clocks: connection and resolution
• What proactive building moves earlier
• What proactive building does not change
• Why we're not naming a new number
• The approved figures, and what they still mean
• Why this distinction matters for how you evaluate the feature
• What to watch for in your own account
• Comparison: what changes mechanically
• Where SIGNLD fits
• FAQ

What "time-to-first-answer" actually measures

Time-to-first-answer is the interval between connecting a system and getting a usable Decision Brief back for a real question. It has always depended on two separate things: how long it takes to connect the system, and how much graph structure exists to support the specific question being asked. Those two things move at different speeds, and proactive building only affects one of them.

The two clocks: connection and resolution

Connecting a system is largely mechanical: authenticate a read-only connection, pull the schema, and the system is in. That step takes about the same amount of time regardless of how the graph gets built afterward, since it's driven by API and schema access, not by graph-building strategy.

Resolution is different. It's the work of figuring out which entities across connected systems refer to the same thing, and which relationships actually hold. Under manual building, this work starts when a question needs it. Under proactive building, a meaningful part of it starts as soon as a system connects, ahead of any specific question.

What proactive building moves earlier

The mechanical change is straightforward: proactive discovery runs entity and relationship matching against a newly connected system's schema and data immediately, and queues candidate matches for confirmation. If a question later depends on a match that's already been proposed and confirmed, the answer doesn't need to trigger that resolution work live. It draws on structure that already exists.

If a question depends on a match that hasn't been proposed yet, or one that's still sitting unconfirmed in the review queue, the graph still needs that piece resolved, and confirming it is still a step someone has to take before the answer can rely on it. Proactive building shifts when resolution work can happen; it does not guarantee every relationship a question might need is already resolved by the time the question arrives.

What proactive building does not change

It does not change the initial connection step, which still runs on the same read-only authentication and schema pull as before. It does not remove the review step: a proposed match sitting unconfirmed does not count as resolved structure, and an answer that depends on it will reflect that with a more conservative confidence score or a note that further confirmation is needed. It also does not make every future question equally fast. A genuinely novel question, one that touches a relationship nobody has connected data for yet, still needs new structure built, proactively or not.

Why we're not naming a new number

It's tempting to describe this as "graph built in X minutes" or "cross-system answers Y percent faster," but neither of those is a number SIGNLD has measured and published. Proactive graph building is in beta, and its effect on any individual team's first-answer timing depends on how many systems they connect, how similar the naming conventions across those systems are, and how much of the graph gets confirmed versus left pending. Publishing an invented number here would misrepresent what changes and imply a precision the feature doesn't have yet.

The approved figures, and what they still mean

Two figures remain accurate and unchanged by proactive building: you can connect your first system in 15 minutes, and you can get your first answer in minutes. Proactive building doesn't touch either of those numbers, because both describe the connection and single-system answering path, which runs the same way it always has. What proactive building changes is what's sitting behind a second or third connected system by the time a cross-system question comes up, which is a structural change, not a new stopwatch figure.

Why this distinction matters for how you evaluate the feature

It's worth being precise about this because "faster" is an easy word to overclaim and a hard one to walk back once it's published. Proactive graph building genuinely changes the sequence of work: some resolution that used to happen at question time can now happen at connection time instead. That's a real, mechanical shift, and it's the honest way to describe the benefit. It is not the same claim as "your first cross-system answer will arrive in half the time," which would require a controlled measurement SIGNLD hasn't run yet, across a feature that's still in beta.

If you're evaluating SIGNLD for how quickly your team could get from raw systems to a trustworthy cross-system answer, the more useful question to ask is how many of your systems share clean identifiers, like consistent customer names or shared account numbers, since that's what determines how much proactive discovery can propose confidently on its own. Teams with messy or inconsistent naming across systems will still see more items land in the review queue rather than resolve automatically, no matter how the graph is built.

What to watch for in your own account

If you want to see the mechanical shift for yourself rather than take a description of it, the review queue is the place to look. After connecting a second or third system, check whether proposed entity matches appear there before you've asked a cross-system question. If they do, that's the proactive discovery step running ahead of demand, which is the actual behavior behind this whole comparison. Confirming those proposals promptly is also the most direct way to make sure a later question can draw on already-resolved structure instead of triggering fresh resolution work.

None of this changes what you should expect from the two published figures. Connecting a system is still about 15 minutes of work, and a first single-system answer still typically arrives in minutes. Those numbers describe the front door. What proactive graph building changes is what's waiting behind that door once you've connected more than one system, and the honest way to talk about that change is in terms of sequence and mechanism rather than a stopwatch number nobody has actually measured yet.

Comparison: what changes mechanically

Step	Manual building	Proactive building
Connect first system	About 15 minutes, unchanged	About 15 minutes, unchanged
First single-system answer	Minutes, unchanged	Minutes, unchanged
Entity resolution for a new relationship	Starts when a question needs it	Can start as soon as the relevant systems are connected
Confirming a proposed match	Happens implicitly while answering a question	Happens explicitly in a review queue, often before the question is asked
First cross-system answer	May trigger live resolution work	May draw on resolution already confirmed, if that specific match was proposed and approved earlier

Where SIGNLD fits

SIGNLD unifies connected business systems into a private knowledge graph and returns ranked, traceable Decision Briefs, each with a finding, evidence linked to source records, a confidence score, and a recommended action. Read-only connections mean connecting a system takes about 15 minutes, and a first answer typically follows in minutes. Proactive graph building changes how much resolution work has already happened behind the scenes when a harder, cross-system question comes up, without changing those two connection-and-answer figures.

Related reading in this series: Proactive Knowledge Graph building: FAQ and Proactive graph building for companies with no data team.

Key takeaways

• Time-to-first-answer is the interval between connecting a system and getting a usable Decision Brief back for a real question.
• Connecting a system is largely mechanical: authenticate a read-only connection, pull the schema, and the system is in.
• Two figures remain accurate and unchanged by proactive building: you can connect your first system in 15 minutes, and you can get your first answer in minutes.
• If you want to see the mechanical shift for yourself rather than take a description of it, the review queue is the place to look.
• The Decision Brief either flags a lower confidence score or notes that the relationship needs confirmation.

FAQ

Does proactive building mean faster answers for everyone?

Not automatically. It moves some resolution work earlier for teams that connect multiple systems, but a question that depends on a still-unconfirmed match, or a genuinely new relationship, still requires that work to happen before the answer can rely on it.

Why doesn't SIGNLD publish a specific speed improvement number?

Because there isn't a measured one yet. Proactive graph building is in beta as of October 2026, and its effect varies by how many systems a team connects and how much naming overlaps across them. SIGNLD only publishes figures it has actually measured.

Are the 15-minutes-to-connect and minutes-to-first-answer numbers still accurate?

Yes. Both describe the connection and single-system answering flow, which proactive graph building does not change. They remain the approved figures to use when describing SIGNLD's onboarding speed.

What happens if a question needs a match that's still pending review?

The Decision Brief either flags a lower confidence score or notes that the relationship needs confirmation. SIGNLD does not treat an unconfirmed proposal as settled structure just because it exists in the queue.

Will this change once proactive building reaches general availability?

It's possible SIGNLD will publish measured figures once the feature is out of beta and has real usage data behind it. As of now, in beta, no such number exists to report.

Try SIGNLD free or see how it works. Shipping status and what comes next are tracked on the roadmap. See also the proactive knowledge graph overview and the full FAQ.