AI Stock Analyses
| # | Ticker | Company | Sector | ESEN Score | Tier | Chg | ESEN Lens | ESEN Quant† | FCF (TTM) | Debt | Inst. | Conf |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | TROW | T. Rowe Price | Financial Services | 87 | Tier A | +1 AUM tailwind | 1 | 4.5† | Positive ↑ | LOW | Stable | High |
| 2 | MCHP | Microchip Technology | Semiconductors | 79 | Tier B | +2 earnings beat | 2 | 4.0† | Positive ↑ | ELEVATED | Rising | High |
| 3 | IBKR | Interactive Brokers | Financial Services | 79 | Tier B | — No change | 1 | 4.0† | Positive ↑ | LOW | Rising | Med |
| 4 | VICR | Vicor | Semiconductors | 78 | Tier B | +2 beat confirmed | 2 | 4.0† | Positive ↑ | LOW | Rising | High |
| 5 | NBIX | Neurocrine Biosciences | Healthcare | 78 | Tier B | — Held (beat priced) | 1 | 4.0† | Positive ↑ | LOW | Stable | High |
| 6 | SANM | Sanmina | Technology | 74 | Tier B | +3 Q3 beat | 2* | 4.0† | Positive ↑ | LOW | Rising | Low |
| 7 | KEYS | Keysight Technologies | Technology | 73 | Tier B | — No change | 1* | 4.0† | Positive ↑ | LOW | Rising | Low |
| 8 | DAL | Delta Air Lines | Industrials | 72 | Tier B | +2 fuel tailwind | 2 | 4.0† | Positive ↑ | ELEVATED | Stable | High |
| 9 | PSX | Phillips 66 | Energy | 70 | Tier B | −2 sector reversal | 2 | 4.0† | Positive → | MODERATE | Stable | Med |
| 10 | NTRS | Northern Trust | Financial Services | 68 | Tier B | — No change | 1 | 3.7† | N/A (bank) | N/A | Stable | Med |
| 11 | CIEN | Ciena | Technology | 64 | Tier C | — No change | 1* | 4.0† | Positive ↑ | MODERATE | Stable | Low |
| 12 | CNC | Centene | Healthcare | 62 | Tier C | — No change | 1* | 4.0† | Positive → | MODERATE | Stable | Low |
| 13 | LITE | Lumentum Holdings | Technology | 60 | Tier C | — No change | 2* | 4.0† | Positive → | MODERATE | Stable | Low |
Top 3 Picks — highest convergence
Tier Summary
| Tier | Definition | Count | Tickers |
|---|---|---|---|
| A | Elite dual-consensus · score 80–100 | 1 | TROW |
| B | Strong but imperfect · score 65–79 | 9 | MCHP · IBKR · VICR · NBIX · SANM · KEYS · DAL · PSX · NTRS |
| C | Watchlist or borderline · score 50–64 | 3 | CIEN · CNC · LITE |
| D | Disqualified · score below 50 | 0 | — see exclusions |
The tier cap was tested this run and held. MCHP delivered the screen’s biggest beat and a 14% move, and still caps at Tier B — because its ESEN Quant remains a Buy category, not Strong Buy. A strong quarter raises the score inside a tier; it does not substitute for the second consensus signal. Genuine divergence — AMD and MPC rank ESEN Lens #3 despite a Buy Quant — continues to keep the top tier tight, and thresholds were not lowered to pad it.
Change Log — refreshed through the 7 August 2026 close
Earnings confirmed this period: MCHP reported Q1 FY27 on 6 August: revenue $1.48B, up 38% year over year, against a $1.46B estimate; adjusted EPS $0.76 versus $0.70 estimated, an 8.7% beat; Q3 guidance $1.60B against $1.55B estimated; shares rose roughly 14%. The $0.455 quarterly dividend was reaffirmed and a PCIe Gen 6 data-centre architecture was demonstrated. SANM reported Q3 FY26 on 27 July, beating with a double-digit share-price gain.
Score adjustments: MCHP 77 to 79 on a catalyst-quality bonus — beat plus raised guidance, capped by the Tier B band ceiling. VICR 76 to 78 on Q2 EPS of $1.04 versus $0.65, a 60% surprise, with FY26 guidance raised above $600M. SANM 71 to 74 on the confirmed beat. DAL 70 to 72 as crude fell on the week and fuel is the single largest controllable cost line. TROW 86 to 87 as record index closes lift an AUM-linked fee base. PSX 72 to 70 as energy was the week’s weakest S&P sector, down over 2%.
Confidence upgrades: MCHP and VICR both move from Med to High — each now rests on a dated, verified print rather than a carried-forward rating.
Unchanged: IBKR, NBIX, KEYS, NTRS, CIEN, CNC and LITE — no independent reconfirmation this period. Carried forward with confidence held or reduced per the freshness rules, never upgraded without evidence.
Exits and tier changes: none. Ranked positions shifted — MCHP from 4 to 2, VICR from 5 to 4, SANM from 8 to 6, DAL from 9 to 8, PSX from 7 to 9 — but every tier band is unchanged.
Penalty Engine Output
| Ticker | Penalty applied |
|---|---|
| MCHP · DAL | Elevated leverage on a debt-to-EBITDA watch → minus 5 on quality. MCHP note: management reiterated that excess free cash flow above dividends goes to debt paydown, and net debt declined sequentially — the penalty is retained but the trajectory is improving. |
| NTRS | Bank model: free cash flow and leverage are sector-atypical and non-applicable → minus 3 on data completeness. |
| KEYS · SANM · CNC | ESEN Lens from an early-June rank, now more than nine weeks old → confidence held at Low. SANM specifically: the earnings beat is verified, the Lens is not — a confirmed catalyst raises the score but cannot refresh a stale rating. |
| CIEN · LITE | ESEN Lens from a spring rank, materially stale → confidence held at Low. |
| PSX | Sector regime penalty this run: energy went from the strongest S&P sector to the weakest as crude fell on Iran-deal speculation → minus 2 on score, confidence held at Med. |
Exclusions — nearly qualified
| Ticker | Reason excluded |
|---|---|
| STT · TREX · CBOE · POWI | ESEN Lens #1 confirmed; ESEN Quant pending verification. |
| DK · CVE · MEOH | ESEN Lens #1 in energy and materials; ESEN Quant pending — and the sector regime turned against them this run. |
| TXN · ASYS · CLS | ESEN Lens #1 or #2 in tech and semiconductors; ESEN Quant pending. |
| HTLD · JD · FOX | ESEN Lens #1 confirmed; ESEN Quant pending. |
| AMD | ESEN Quant Buy, but ESEN Lens #3 (Hold) — consensus fails. |
| MPC | ESEN Quant Buy, but ESEN Lens #3 (Hold) — consensus fails. |
The upper block is a live pipeline: ESEN Lens #1 is already confirmed and dated for each of those names, and each promotes into the ranked table once its ESEN Quant category is confirmed. The lower two are genuine divergences and stay out until both signals agree.
Confidence Footnotes
† ESEN Quant — shown as the published rating category floor: Strong Buy at 4.5 or above, Buy at 3.5 to 4.0. The exact decimal is premium data, so confidence is capped at Med unless independently reconfirmed by a dated event.
* Stale Lens flag — SANM, KEYS, CNC, CIEN and LITE carry an ESEN Lens rating from a June or spring rank. Confidence remains Low for these even where earnings are confirmed.
MCHP — confidence raised to High on the verified 6 August print: revenue up 38% year over year, an 8.7% EPS beat and guidance above consensus. The elevated debt tag and the minus-5 quality penalty both stand; a good quarter does not retire a balance-sheet flag.
VICR — confidence raised to High on the verified Q2 print, with EPS of $1.04 versus $0.65 for a 60% surprise, and the raised FY26 revenue guide.
TROW — ESEN Quant from an independent author and a quant model, both Strong Buy; High confidence retained from the confirmed 31 July beat.
NBIX — High confidence retained from the 30 July beat and its 26.11% surprise. Score held rather than raised again: the catalyst bonus was applied last run and is not double-counted.
DAL — High confidence retained. The score rise is regime-driven through lower crude, not a new company disclosure — and the same weak labour data that lowered rates is a medium-term demand question for travel.
IBKR — Med. Worth naming a two-sided effect this run: record market levels and rising client assets help, but a lower expected policy-rate path trims the interest-income line that has supported recent results.
NTRS — custody-bank model; free cash flow and leverage are shown as N/A because they are sector-atypical, which lowers data completeness.
Market Context
The screen refreshes into a week that inverted the prior backdrop on one data point. The US economy lost 23,000 jobs in July against expectations of an 83,000 gain, with May and June revised down a combined 103,000 and the twelve-month hiring average falling to 34,000. The unemployment rate fell to 4.1% only because 264,000 people left the labour force, pushing participation to 61.4% — its lowest in over five years. Markets read that as removing the Fed’s cover to tighten: September hike odds fell from 55% to 44%, and money markets stopped pricing any 2026 hike before December.
Risk assets rallied hard. The S&P 500 closed at a record 7,757.64, up 3.6% on the week; the Nasdaq gained 5.2%; and the semiconductor complex snapped back more than 7% — the direct backdrop for this screen’s chip and hardware names in MCHP, VICR, SANM, CIEN, LITE and KEYS. Two qualifiers keep that from being a clean all-clear: the chip index had fallen roughly 15% since 1 July before the bounce, and many individual semiconductor names remain down 40–50% for the year. Record index levels are a direct tailwind for the AUM- and activity-linked names in TROW, IBKR and NTRS, while the lower rate path is a mild offset to the interest-income component of the brokerage model.
Energy inverted completely: from the prior run’s strongest S&P sector to the weakest, down over 2%, as crude fell on White House signals of a possible agreement with Iran to increase Strait of Hormuz traffic — no deal has been announced. That is a direct markdown for PSX and a fuel-cost tailwind for DAL, and it rests on an expectation rather than an event, so it can reverse quickly. The next scheduled catalyst for the whole list is the coming inflation data, which is by broad consensus the deciding input for September — inflation remains at 3.5%, well above target, even as hiring contracts.
What this run shows
This screener ranks US equities that two independent rating systems agree on at the same time. A name qualifies only when the ESEN Lens signal, derived from a quantitative earnings-revision rank, and the ESEN Quant category, derived from a separate published consensus, are both constructive. Convergence is the entire point: requiring two unrelated models to agree cuts single-model risk, and it is why the list stays short. Thirteen names cleared the bar this run out of a much larger candidate pool.
The week of 3–7 August delivered two verified prints. Microchip (MCHP) posted revenue of $1.48B, up 38% year over year, with an 8.7% EPS beat and guidance above consensus — the largest move in the screen at roughly 14%. Vicor (VICR) delivered the largest surprise, with Q2 EPS of $1.04 against $0.65 expected, a 60% beat, alongside FY26 guidance raised above $600M. Both moved from Med to High confidence because each now rests on a dated print rather than a carried rating.
The most instructive result is what did not change. MCHP produced the biggest beat in the screen and still caps at Tier B, because its Quant category remains Buy rather than Strong Buy — a strong quarter raises a score inside a tier but never substitutes for the second consensus signal. T. Rowe Price (TROW) remains the only Tier A name at 87. Five names carry a stale-Lens flag and stay at Low confidence even where earnings are confirmed, and AMD and MPC are excluded outright on genuine divergence between the two systems. This is a systematic starting point for research, not a recommendation to act.
What does dual consensus mean in this screener?
It means two independent rating systems are constructive on the same stock at the same time. The ESEN Lens signal comes from a quantitative earnings-revision rank; the ESEN Quant category comes from a separate published consensus. A name enters the ranked table only when both agree. Requiring agreement between unrelated models reduces the risk of any single model being wrong.
Why is the Tier A list so short?
Because tier promotion requires the underlying consensus signal, not a strong quarter. A stock can post the biggest earnings beat in the screen and still cap at Tier B if its second rating stays in the Buy rather than Strong Buy category. Thresholds are never lowered to pad the top tier, so genuine divergence keeps it tight by design.
What is the stale Lens flag?
An asterisk marks a name whose ESEN Lens rating comes from a rank more than nine weeks old. Confidence is held at Low for those names even when their earnings are independently confirmed. A verified catalyst can raise a score, but it cannot refresh a rating that has not been re-published by the underlying source.
What does the penalty engine do?
It applies fixed deductions for measurable weaknesses rather than adjusting scores by judgement. Elevated leverage on a debt-to-EBITDA watch costs five points on quality. A business model where free cash flow and leverage are not applicable, such as a custody bank, costs three points on data completeness. A hostile sector regime costs two points on score.
Why would a stock with a Buy rating still be excluded?
Because one constructive rating is not consensus. Names holding a Buy Quant category while their Lens signal reads Hold are excluded outright — the two systems disagree, which is precisely the situation this screener is built to avoid. Others sit in a pipeline: the Lens is confirmed and dated, and the Quant category is still pending verification.
How often is this screen updated?
The baseline screen is rebuilt periodically and refreshed weekly against verified earnings and sector developments. Underlying ratings update on their own publication cycles rather than weekly, which is why the freshness of each Lens rating is disclosed per row and why some names carry confirmed earnings alongside a stale rating flag.
Methodology: dual consensus requires the ESEN Lens signal and the ESEN Quant category to be independently constructive at the same time; convergence reduces single-model risk. Catalyst bonuses raise scores within a tier band; tier promotion requires the underlying consensus signal, not a strong quarter. The penalty engine applies fixed deductions for leverage, data completeness and sector regime.
Data freshness: baseline screen run 25 July 2026, refreshed and verified through the 7 August 2026 close; published 13 August 2026. Underlying ratings dated June to July 2026; starred rows are flagged for a stale ESEN Lens. Regime and sector context reflect the 3 to 7 August week.
For informational and educational purposes only. This is a systematic data output, not investment advice. ESEN Analytics Systems is a research and analytics SaaS platform.