TILTD / Interpreter Architecture
Authored by Houston Harris & Ryan Carroll
● Live v2.4 · 2026
TILTD / Interpreter Architecture
● What Is The ACES Diagnostic?
The ACES Diagnostic
ACES is TILTD’s four-dimension diagnostic lens for evaluating how any interpreter, human or machine, produces an organization’s meaning: Authority, Context, Expertise, Stability. It is applied inside the Brand Interpretation Assessment, and it answers one question four ways: is the version of you in circulation the version you intended?
The ACES Diagnostic
Why interpretation needs a diagnostic
Meaning is not formed from a single signal. It is assembled, by many interpreters, across time, context, and proximity, and it reflects how the whole network converges rather than how any single interpreter performs. That is why misinterpretation is so hard to diagnose from inside the organization: leaders look at individual efforts in isolation while interpretation works as a system.
ACES makes the system readable. Four dimensions, applied to every interpreter, from your own leadership team to the newest model release.
The ACES diagnostic
The four dimensions
Authority
Identifiability: are you seen? Does this interpreter recognize the organization as a distinct entity and surface it unprompted in the conversations that matter?
When it’s weak: The organization exists only at the edges of consideration: referenced indirectly, confused with others, or omitted entirely.
Passing looks like: Asked for the leading options in your category, the model names you without being prompted, and gets you right.
Failing looks like: Asked the same question, the model lists your competitors and leaves you out; asked about you directly, it blends you with a similarly named company.
Context
Framing: are you placed correctly? Does this interpreter put the organization in the right competitive frame, drawing on substantive content and resisting false premises?
When it’s weak: The organization appears in the wrong conversations, grouped with the wrong competitors or irrelevant alternatives.
Passing looks like: The model compares you against your actual peers, and when a question carries a false premise, it corrects the premise instead of building on it.
Failing looks like: You surface in commodity-price comparisons for a category you exited, graded against companies you have never competed with.
Expertise
Capability: are you known for the right things? Does this interpreter associate the organization with the right problems and capabilities, backed by external proof?
When it’s weak: The organization is known broadly but relied on narrowly: one option among many rather than a default choice, or credited with capabilities it retired years ago.
Passing looks like: The model describes what you are actually best at today, and cites third-party evidence when asked to back the claim.
Failing looks like: The model leads with a flagship offering you discontinued, and stays silent on the capability your growth now depends on.
Stability
Coherence: can a machine read what you are without inferring it? Does the organization state its own identity in the formats interpreters actually parse, or does it leave that to inference?
When it’s weak: Machines fill the gap by guessing. Identity gets reconstructed from adjacent copy, competitor pages, and stale directory records instead of read from the source.
Passing looks like: One entity, resolvable everywhere. Schema, naming, and canonical references all resolve to the same organization, and an interpreter arrives at what you are by reading rather than by inferring.
Failing looks like: A name in a headline with nothing underneath it. The words are visible; the entity is not. Three spellings of the company read as three companies, and the interpreter picks whichever one it found first.
The ACES Diagnostic
The dimensions hold together
Weakness in any one dimension destabilizes the whole. Strong Authority with unstable meaning spreads confusion faster. Accurate Expertise inside the wrong Context wins you the wrong comparisons. ACES is a diagnostic lens rather than a methodology: it reveals where exposure lives, which is the prerequisite for fixing it. The fixing happens in the Design and Build phases of Interpreter Architecture.
The ACES Diagnostic
Where ACES gets applied
Inside the Brand Interpretation Assessment, every interpreter in your network is evaluated on five criteria (authority, alignment, control, velocity, reach), and the network’s output is scored through ACES. The overlay surfaces your danger zones: interpreters with high authority, low alignment, and low control.
A lighter first step exists. The ACES Score is a directional diagnostic across the four dimensions that identifies whether an interpreter issue is present at all, before you commit to the full assessment. No vanity scores; a straight answer to "do we have a problem?"
Frequently asked questions
What does ACES stand for?
Authority, Context, Expertise, Stability: the four dimensions TILTD uses to evaluate how any interpreter produces an organization’s meaning.
How is ACES different from the Interpreter Network Health Score?
ACES diagnoses interpreters at a point in time, inside the BIA. The Health Score monitors network conditions continuously, reviewed quarterly inside the Protect phase.
Can I run an ACES check myself?
A rough version, yes. Ask several AI assistants to describe your company and your category, then compare the answers against what leadership intends. That approximates Authority and Stability. The scored version is the ACES Score, and the full network version is the BIA.
Is ACES a score I can optimize against?
It produces no vanity metrics. It tells you whether an interpreter issue is present and where the exposure lives. Optimization happens downstream, in Design and Build.
Get your read
Start with the two-minute self-test, take the ACES Score when you want a directional answer, and run the Brand Interpretation Assessment when you want the full map.
Get your read
Start with the two-minute self-test, take the ACES Score when you want a directional answer, and run the Brand Interpretation Assessment when you want the full map.